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View code on Github</a>
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<div class='section' id='section-0'>
<div class='docs doc-strings'>
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<a href='#section-0'>#</a>
</div>
<h1>GPT-NeoX Model</h1>
<p>Here is the code for layers of GPT-NeoX model and the code to load 20B checkpoint.</p>
<p>The method <code class="highlight"><span></span><span class="n">load_state</span></code>
in the layers load the checkpoints of that layer. The checkpoint loading helpers are on <a href="checkpoint.html"><code class="highlight"><span></span><span class="n">checkpoint</span><span class="o">.</span><span class="n">py</span></code>
</a></p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">16</span><span></span><span class="kn">import</span> <span class="nn">copy</span>
<span class="lineno">17</span><span class="kn">import</span> <span class="nn">math</span>
<span class="lineno">18</span><span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Optional</span><span class="p">,</span> <span class="n">Set</span><span class="p">,</span> <span class="n">Callable</span><span class="p">,</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Generator</span><span class="p">,</span> <span class="n">Tuple</span>
<span class="lineno">19</span>
<span class="lineno">20</span><span class="kn">import</span> <span class="nn">torch</span>
<span class="lineno">21</span><span class="kn">from</span> <span class="nn">torch</span> <span class="kn">import</span> <span class="n">nn</span>
<span class="lineno">22</span><span class="kn">from</span> <span class="nn">torch.cuda.amp</span> <span class="kn">import</span> <span class="n">autocast</span>
<span class="lineno">23</span>
<span class="lineno">24</span><span class="kn">from</span> <span class="nn">labml</span> <span class="kn">import</span> <span class="n">monit</span><span class="p">,</span> <span class="n">logger</span>
<span class="lineno">25</span><span class="kn">from</span> <span class="nn">labml.logger</span> <span class="kn">import</span> <span class="n">Text</span>
<span class="lineno">26</span><span class="kn">from</span> <span class="nn">labml_nn.neox</span> <span class="kn">import</span> <span class="n">checkpoint</span>
<span class="lineno">27</span><span class="kn">from</span> <span class="nn">labml_nn.neox.utils.cache</span> <span class="kn">import</span> <span class="n">get_cache</span></pre></div>
</div>
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<div class='section' id='section-1'>
<div class='docs'>
<div class='section-link'>
<a href='#section-1'>#</a>
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<div class='code'>
<div class="highlight"><pre><span class="lineno">30</span><span class="k">class</span> <span class="nc">NeoXModule</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span></pre></div>
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<a href='#section-2'>#</a>
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<div class='code'>
<div class="highlight"><pre><span class="lineno">31</span> <span class="k">def</span> <span class="nf">load_state</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">p1</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</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">p2</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</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="lineno">32</span> <span class="k">pass</span></pre></div>
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<h2>Embedding layer</h2>
<p>This is a standard embeddings layer with code to load the checkpoint.</p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">35</span><span class="k">class</span> <span class="nc">Embedding</span><span class="p">(</span><span class="n">NeoXModule</span><span class="p">):</span></pre></div>
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<ul><li><code class="highlight"><span></span><span class="n">n_vocab</span></code>
is the size of the vocabulary </li>
<li><code class="highlight"><span></span><span class="n">n_hidden</span></code>
is the size of the embeddings</li></ul>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">42</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">n_vocab</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">50_432</span><span class="p">,</span> <span class="n">n_hidden</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">6_144</span><span class="p">):</span></pre></div>
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<div class="highlight"><pre><span class="lineno">47</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="lineno">48</span>
<span class="lineno">49</span> <span class="bp">self</span><span class="o">.</span><span class="n">emb</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Embedding</span><span class="p">(</span><span class="n">n_vocab</span><span class="p">,</span> <span class="n">n_hidden</span><span class="p">)</span></pre></div>
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<ul><li><code class="highlight"><span></span><span class="n">x</span></code>
are the token ids of shape <code class="highlight"><span></span><span class="p">[</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">seq_len</span><span class="p">]</span></code>
</li></ul>
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<div class="highlight"><pre><span class="lineno">51</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></pre></div>
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<div class="highlight"><pre><span class="lineno">55</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">emb</span><span class="p">(</span><span class="n">x</span><span class="p">)</span></pre></div>
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<p> Code to load the checkpoint</p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">57</span> <span class="k">def</span> <span class="nf">load_state</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">p1</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</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">p2</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</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 class="highlight"><pre><span class="lineno">61</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">&#39;Load embedding layer&#39;</span><span class="p">):</span>
<span class="lineno">62</span> <span class="n">checkpoint</span><span class="o">.</span><span class="n">merge_params_dim_0</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">emb</span><span class="o">.</span><span class="n">weight</span><span class="p">,</span> <span class="s1">&#39;word_embeddings.weight&#39;</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">)</span></pre></div>
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<a href='#section-10'>#</a>
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<h2>Rotary Positional Embeddings</h2>
<p>GPT-NeoX uses <a href="https://arxiv.org/abs/2104.09864">rotary positional embeddings (RoPE)</a>.</p>
<p>WE have annotated implementation of RoPE <a href="https://nn.labml.ai/transformers/rope/index.html">here</a> with more notes the theory.</p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">65</span><span class="k">class</span> <span class="nc">RoPE</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span></pre></div>
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<ul><li><code class="highlight"><span></span><span class="n">d_rope</span></code>
is the number of features for RoPE embeddings </li>
<li><code class="highlight"><span></span><span class="n">base</span></code>
is the base for <span ><span class="katex"><span aria-hidden="true" class="katex-html"><span class="base"><span class="strut" style="height:1.27379em;vertical-align:-0.15em;"></span><span class="mord coloredeq eqd" style=""><span class="mord" style=""><span class="mord coloredeq eqi" style=""><span class="mord" style=""><span class="mord mathnormal coloredeq eqk" style="margin-right:0.02778em">θ</span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.31166399999999994em;"><span style="top:-2.5500000000000003em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight" style=""><span class="mord mathnormal mtight" style="">i</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel" style="">=</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mord" style=""><span class="mord" style=""><span class="mord coloredeq eql" style="">10000</span></span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:1.12379em;"><span style="top:-3.3973400000000002em;margin-right:0.05em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size6 size3 mtight" style=""><span class="mord mtight" style=""><span class="mord mtight" style=""><span class="mopen nulldelimiter sizing reset-size3 size6"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:1.0377857142857143em;"><span style="top:-2.656em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size3 size1 mtight" style=""><span class="mord mtight" style=""><span class="mord mathnormal mtight" style="">d</span></span></span></span><span style="top:-3.2255000000000003em;"><span class="pstrut" style="height:3em;"></span><span class="frac-line mtight" style="border-bottom-width:0.049em"></span></span><span style="top:-3.5020714285714285em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size3 size1 mtight" style=""><span class="mord mtight" style=""><span class="mord mtight" style="">2</span><span class="mopen mtight" style="">(</span><span class="mord mathnormal mtight" style="">i</span><span class="mbin mtight" style="">−</span><span class="mord mtight" style="">1</span><span class="mclose mtight" style="">)</span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.344em;"><span></span></span></span></span></span><span class="mclose nulldelimiter sizing reset-size3 size6"></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span>, which defaults to <span ><span class="katex"><span aria-hidden="true" class="katex-html"><span class="base"><span class="strut" style="height:0.64444em;vertical-align:0em;"></span><span class="mord coloredeq eql" style=""><span class="mord" style="">10000</span></span></span></span></span></span></li></ul>
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<div class='code'>
<div class="highlight"><pre><span class="lineno">75</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">d_rope</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">base</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">10_000.</span><span class="p">):</span></pre></div>
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<div class="highlight"><pre><span class="lineno">80</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>
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<div class='section' id='section-13'>
<div class='docs'>
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<p>To store <span ><span class="katex"><span aria-hidden="true" class="katex-html"><span class="base"><span class="strut" style="height:0.84444em;vertical-align:-0.15em;"></span><span class="mord coloredeq eqi" style=""><span class="mord" style=""><span class="mord" style=""><span class="mord mathnormal coloredeq eqk" style="margin-right:0.02778em">θ</span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.31166399999999994em;"><span style="top:-2.5500000000000003em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight" style=""><span class="mord mathnormal mtight" style="">i</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span></span></span></span></span></span> for the features </p>
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<div class='code'>
<div class="highlight"><pre><span class="lineno">83</span> <span class="bp">self</span><span class="o">.</span><span class="n">theta</span> <span class="o">=</span> <span class="kc">None</span></pre></div>
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<div class='section' id='section-14'>
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<div class='section-link'>
<a href='#section-14'>#</a>
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<p>Cache <span ><span class="katex"><span aria-hidden="true" class="katex-html"><span class="base"><span class="strut" style="height:0.84444em;vertical-align:-0.15em;"></span><span class="mord coloredeq eqf" style=""><span class="mop" style=""><span style="">c</span><span style="">o</span><span style="">s</span></span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord" style=""><span class="mord mathnormal coloredeq eqn" style="">m</span></span><span class="mord" style=""><span class="mord coloredeq eqi" style=""><span class="mord" style=""><span class="mord mathnormal coloredeq eqk" style="margin-right:0.02778em">θ</span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.31166399999999994em;"><span style="top:-2.5500000000000003em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight" style=""><span class="mord mathnormal mtight" style="">i</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span></span></span></span></span></span></span> and <span ><span class="katex"><span aria-hidden="true" class="katex-html"><span class="base"><span class="strut" style="height:0.84444em;vertical-align:-0.15em;"></span><span class="mord coloredeq eqg" style=""><span class="mop" style=""><span style="">s</span><span style="">i</span><span style="">n</span></span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord" style=""><span class="mord mathnormal coloredeq eqn" style="">m</span></span><span class="mord" style=""><span class="mord coloredeq eqi" style=""><span class="mord" style=""><span class="mord mathnormal coloredeq eqk" style="margin-right:0.02778em">θ</span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.31166399999999994em;"><span style="top:-2.5500000000000003em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight" style=""><span class="mord mathnormal mtight" style="">i</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span></span></span></span></span></span></span> </p>
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<div class='code'>
<div class="highlight"><pre><span class="lineno">85</span> <span class="bp">self</span><span class="o">.</span><span class="n">cos_cached</span> <span class="o">=</span> <span class="kc">None</span>
<span class="lineno">86</span> <span class="bp">self</span><span class="o">.</span><span class="n">sin_cached</span> <span class="o">=</span> <span class="kc">None</span></pre></div>
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<a href='#section-15'>#</a>
</div>
<p>Base for <span ><span class="katex"><span aria-hidden="true" class="katex-html"><span class="base"><span class="strut" style="height:1.27379em;vertical-align:-0.15em;"></span><span class="mord coloredeq eqd" style=""><span class="mord" style=""><span class="mord coloredeq eqi" style=""><span class="mord" style=""><span class="mord mathnormal coloredeq eqk" style="margin-right:0.02778em">θ</span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.31166399999999994em;"><span style="top:-2.5500000000000003em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight" style=""><span class="mord mathnormal mtight" style="">i</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel" style="">=</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mord" style=""><span class="mord" style=""><span class="mord coloredeq eql" style="">10000</span></span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:1.12379em;"><span style="top:-3.3973400000000002em;margin-right:0.05em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size6 size3 mtight" style=""><span class="mord mtight" style=""><span class="mord mtight" style=""><span class="mopen nulldelimiter sizing reset-size3 size6"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:1.0377857142857143em;"><span style="top:-2.656em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size3 size1 mtight" style=""><span class="mord mtight" style=""><span class="mord mathnormal mtight" style="">d</span></span></span></span><span style="top:-3.2255000000000003em;"><span class="pstrut" style="height:3em;"></span><span class="frac-line mtight" style="border-bottom-width:0.049em"></span></span><span style="top:-3.5020714285714285em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size3 size1 mtight" style=""><span class="mord mtight" style=""><span class="mord mtight" style="">2</span><span class="mopen mtight" style="">(</span><span class="mord mathnormal mtight" style="">i</span><span class="mbin mtight" style="">−</span><span class="mord mtight" style="">1</span><span class="mclose mtight" style="">)</span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.344em;"><span></span></span></span></span></span><span class="mclose nulldelimiter sizing reset-size3 size6"></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span> </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">89</span> <span class="bp">self</span><span class="o">.</span><span class="n">base</span> <span class="o">=</span> <span class="n">base</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>Number of features for RoPE </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">91</span> <span class="bp">self</span><span class="o">.</span><span class="n">d_rope</span> <span class="o">=</span> <span class="n">d_rope</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>
<h3>Rotate the features</h3>
<p><span ><span class="katex"><span aria-hidden="true" class="katex-html"><span class="base"><span class="strut" style="height:1.22902em;vertical-align:-0.25em;"></span><span class="mopen">[</span><span class="mord">−</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.97902em;"><span style="top:-3.363em;margin-right:0.05em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mopen mtight">(</span><span class="mord mtight"><span class="mopen nulldelimiter sizing reset-size3 size6"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.8800285714285714em;"><span style="top:-2.656em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size3 size1 mtight"><span class="mord mtight"><span class="mord mtight">2</span></span></span></span><span style="top:-3.2255000000000003em;"><span class="pstrut" style="height:3em;"></span><span class="frac-line mtight" style="border-bottom-width:0.049em;"></span></span><span style="top:-3.384em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size3 size1 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">d</span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.344em;"><span></span></span></span></span></span><span class="mclose nulldelimiter sizing reset-size3 size6"></span></span><span class="mbin mtight">+</span><span class="mord mtight">1</span><span class="mclose mtight">)</span></span></span></span></span></span></span></span></span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord">−</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.97902em;"><span style="top:-3.363em;margin-right:0.05em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mopen mtight">(</span><span class="mord mtight"><span class="mopen nulldelimiter sizing reset-size3 size6"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.8800285714285714em;"><span style="top:-2.656em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size3 size1 mtight"><span class="mord mtight"><span class="mord mtight">2</span></span></span></span><span style="top:-3.2255000000000003em;"><span class="pstrut" style="height:3em;"></span><span class="frac-line mtight" style="border-bottom-width:0.049em;"></span></span><span style="top:-3.384em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size3 size1 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">d</span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.344em;"><span></span></span></span></span></span><span class="mclose nulldelimiter sizing reset-size3 size6"></span></span><span class="mbin mtight">+</span><span class="mord mtight">2</span><span class="mclose mtight">)</span></span></span></span></span></span></span></span></span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord">...</span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord">−</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.8879999999999999em;"><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mopen mtight">(</span><span class="mord mathnormal mtight">d</span><span class="mclose mtight">)</span></span></span></span></span></span></span></span></span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.8879999999999999em;"><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mopen mtight">(</span><span class="mord mtight">1</span><span class="mclose mtight">)</span></span></span></span></span></span></span></span></span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.8879999999999999em;"><span style="top:-3.063em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mopen mtight">(</span><span class="mord mtight">2</span><span class="mclose mtight">)</span></span></span></span></span></span></span></span></span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord">...</span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord">−</span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:0.97902em;"><span style="top:-3.363em;margin-right:0.05em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mopen mtight">(</span><span class="mord mtight"><span class="mopen nulldelimiter sizing reset-size3 size6"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.8800285714285714em;"><span style="top:-2.656em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size3 size1 mtight"><span class="mord mtight"><span class="mord mtight">2</span></span></span></span><span style="top:-3.2255000000000003em;"><span class="pstrut" style="height:3em;"></span><span class="frac-line mtight" style="border-bottom-width:0.049em;"></span></span><span style="top:-3.384em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size3 size1 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">d</span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.344em;"><span></span></span></span></span></span><span class="mclose nulldelimiter sizing reset-size3 size6"></span></span><span class="mclose mtight">)</span></span></span></span></span></span></span></span></span><span class="mclose">]</span></span></span></span></span></p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">93</span> <span class="nd">@staticmethod</span>
<span class="lineno">94</span> <span class="k">def</span> <span class="nf">rotate_half</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></pre></div>
</div>
</div>
<div class='section' id='section-18'>
<div class='docs'>
<div class='section-link'>
<a href='#section-18'>#</a>
</div>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">100</span> <span class="n">x1</span><span class="p">,</span> <span class="n">x2</span> <span class="o">=</span> <span class="n">x</span><span class="p">[</span><span class="o">...</span><span class="p">,</span> <span class="p">:</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">//</span> <span class="mi">2</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="o">...</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">//</span> <span class="mi">2</span><span class="p">:]</span>
<span class="lineno">101</span> <span class="k">return</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">((</span><span class="o">-</span><span class="n">x2</span><span class="p">,</span> <span class="n">x1</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>
</div>
</div>
<div class='section' id='section-19'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-19'>#</a>
</div>
<ul><li><code class="highlight"><span></span><span class="n">x</span></code>
has shape <code class="highlight"><span></span><span class="p">[</span><span class="o">...</span><span class="p">,</span> <span class="n">seq</span><span class="p">,</span> <span class="n">n_heads</span><span class="p">,</span> <span class="n">d_k</span><span class="p">]</span></code>
</li>
<li><code class="highlight"><span></span><span class="n">offset</span></code>
is the starting position of <code class="highlight"><span></span><span class="n">x</span></code>
. This is <span ><span class="katex"><span aria-hidden="true" class="katex-html"><span class="base"><span class="strut" style="height:0.5782em;vertical-align:-0.0391em;"></span><span class="mrel">&gt;</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span></span><span class="base"><span class="strut" style="height:0.64444em;vertical-align:0em;"></span><span class="mord">0</span></span></span></span></span> when we have cached the keys and queries of previous positions</li></ul>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">103</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">offset</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span><span class="p">):</span></pre></div>
</div>
</div>
<div class='section' id='section-20'>
<div class='docs'>
<div class='section-link'>
<a href='#section-20'>#</a>
</div>
<p>Get the actual sequence length </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">111</span> <span class="n">seq_len</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="o">-</span><span class="mi">3</span><span class="p">]</span> <span class="o">+</span> <span class="n">offset</span></pre></div>
</div>
</div>
<div class='section' id='section-21'>
<div class='docs'>
<div class='section-link'>
<a href='#section-21'>#</a>
</div>
<p>Initialize <span ><span class="katex"><span aria-hidden="true" class="katex-html"><span class="base"><span class="strut" style="height:0.69444em;vertical-align:0em;"></span><span class="mord coloredeq eqk" style=""><span class="mord mathnormal" style="margin-right:0.02778em">θ</span></span></span></span></span></span> </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">114</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">theta</span> <span class="ow">is</span> <span class="kc">None</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> <span ><span class="katex"><span aria-hidden="true" class="katex-html"><span class="base"><span class="strut" style="height:1.27379em;vertical-align:-0.15em;"></span><span class="mord coloredeq eqd" style=""><span class="mord" style=""><span class="mord coloredeq eqi" style=""><span class="mord" style=""><span class="mord mathnormal coloredeq eqk" style="margin-right:0.02778em">θ</span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.31166399999999994em;"><span style="top:-2.5500000000000003em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight" style=""><span class="mord mathnormal mtight" style="">i</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel" style="">=</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mord" style=""><span class="mord" style=""><span class="mord coloredeq eql" style="">10000</span></span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height:1.12379em;"><span style="top:-3.3973400000000002em;margin-right:0.05em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size6 size3 mtight" style=""><span class="mord mtight" style=""><span class="mord mtight" style=""><span class="mopen nulldelimiter sizing reset-size3 size6"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:1.0377857142857143em;"><span style="top:-2.656em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size3 size1 mtight" style=""><span class="mord mtight" style=""><span class="mord mathnormal mtight" style="">d</span></span></span></span><span style="top:-3.2255000000000003em;"><span class="pstrut" style="height:3em;"></span><span class="frac-line mtight" style="border-bottom-width:0.049em"></span></span><span style="top:-3.5020714285714285em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size3 size1 mtight" style=""><span class="mord mtight" style=""><span class="mord mtight" style="">2</span><span class="mopen mtight" style="">(</span><span class="mord mathnormal mtight" style="">i</span><span class="mbin mtight" style="">−</span><span class="mord mtight" style="">1</span><span class="mclose mtight" style="">)</span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.344em;"><span></span></span></span></span></span><span class="mclose nulldelimiter sizing reset-size3 size6"></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span> </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">116</span> <span class="n">theta</span> <span class="o">=</span> <span class="mf">1.0</span> <span class="o">/</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">base</span> <span class="o">**</span> <span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">d_rope</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">float</span><span class="p">()</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">d_rope</span><span class="p">))</span>
<span class="lineno">117</span> <span class="bp">self</span><span class="o">.</span><span class="n">theta</span> <span class="o">=</span> <span class="n">theta</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">device</span><span class="p">)</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-23'>
<div class='docs'>
<div class='section-link'>
<a href='#section-23'>#</a>
</div>
<p>Initialize <span ><span class="katex"><span aria-hidden="true" class="katex-html"><span class="base"><span class="strut" style="height:0.84444em;vertical-align:-0.15em;"></span><span class="mord coloredeq eqf" style=""><span class="mop" style=""><span style="">c</span><span style="">o</span><span style="">s</span></span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord" style=""><span class="mord mathnormal coloredeq eqn" style="">m</span></span><span class="mord" style=""><span class="mord coloredeq eqi" style=""><span class="mord" style=""><span class="mord mathnormal coloredeq eqk" style="margin-right:0.02778em">θ</span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.31166399999999994em;"><span style="top:-2.5500000000000003em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight" style=""><span class="mord mathnormal mtight" style="">i</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span></span></span></span></span></span></span> and <span ><span class="katex"><span aria-hidden="true" class="katex-html"><span class="base"><span class="strut" style="height:0.84444em;vertical-align:-0.15em;"></span><span class="mord coloredeq eqg" style=""><span class="mop" style=""><span style="">s</span><span style="">i</span><span style="">n</span></span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord" style=""><span class="mord mathnormal coloredeq eqn" style="">m</span></span><span class="mord" style=""><span class="mord coloredeq eqi" style=""><span class="mord" style=""><span class="mord mathnormal coloredeq eqk" style="margin-right:0.02778em">θ</span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.31166399999999994em;"><span style="top:-2.5500000000000003em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight" style=""><span class="mord mathnormal mtight" style="">i</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span></span></span></span></span></span></span> cache </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">120</span> <span class="k">if</span> <span class="p">(</span>
<span class="lineno">121</span> <span class="bp">self</span><span class="o">.</span><span class="n">cos_cached</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span>
<span class="lineno">122</span> <span class="n">seq_len</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">cos_cached</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="ow">or</span>
<span class="lineno">123</span> <span class="bp">self</span><span class="o">.</span><span class="n">cos_cached</span><span class="o">.</span><span class="n">device</span> <span class="o">!=</span> <span class="n">x</span><span class="o">.</span><span class="n">device</span> <span class="ow">or</span>
<span class="lineno">124</span> <span class="bp">self</span><span class="o">.</span><span class="n">cos_cached</span><span class="o">.</span><span class="n">dtype</span> <span class="o">!=</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span>
<span class="lineno">125</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>Get position indexes <span ><span class="katex"><span aria-hidden="true" class="katex-html"><span class="base"><span class="strut" style="height:0.43056em;vertical-align:0em;"></span><span class="mord coloredeq eqn" style=""><span class="mord mathnormal" style="">m</span></span></span></span></span></span> </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">127</span> <span class="n">seq_idx</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">seq_len</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">device</span><span class="p">)</span><span class="o">.</span><span class="n">type_as</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">theta</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-25'>
<div class='docs'>
<div class='section-link'>
<a href='#section-25'>#</a>
</div>
<p><span ><span class="katex"><span aria-hidden="true" class="katex-html"><span class="base"><span class="strut" style="height:0.84444em;vertical-align:-0.15em;"></span><span class="mord coloredeq eqh" style=""><span class="mord" style=""><span class="mord mathnormal coloredeq eqn" style="">m</span></span><span class="mord" style=""><span class="mord coloredeq eqi" style=""><span class="mord" style=""><span class="mord mathnormal coloredeq eqk" style="margin-right:0.02778em">θ</span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.31166399999999994em;"><span style="top:-2.5500000000000003em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight" style=""><span class="mord mathnormal mtight" style="">i</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span></span></span></span></span></span></span> </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">129</span> <span class="n">idx_theta</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">einsum</span><span class="p">(</span><span class="s2">&quot;s,d-&gt;sd&quot;</span><span class="p">,</span> <span class="n">seq_idx</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">theta</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-26'>
<div class='docs'>
<div class='section-link'>
<a href='#section-26'>#</a>
</div>
<p>Concatenate so that for row <span ><span class="katex"><span aria-hidden="true" class="katex-html"><span class="base"><span class="strut" style="height:0.43056em;vertical-align:0em;"></span><span class="mord coloredeq eqn" style=""><span class="mord mathnormal" style="">m</span></span></span></span></span></span> we have</p>
<p><span ><span class="katex-display"><span class="katex"><span aria-hidden="true" class="katex-html"><span class="base"><span class="strut" style="height:1.26202em;vertical-align:-0.5120199999999999em;"></span><span class="mopen">[</span><span class="mord coloredeq eqn" style=""><span class="mord mathnormal" style="">m</span></span><span class="mord"><span class="mord coloredeq eqk" style=""><span class="mord mathnormal" style="margin-right:0.02778em">θ</span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">0</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord coloredeq eqn" style=""><span class="mord mathnormal" style="">m</span></span><span class="mord"><span class="mord coloredeq eqk" style=""><span class="mord mathnormal" style="margin-right:0.02778em">θ</span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord">...</span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord coloredeq eqn" style=""><span class="mord mathnormal" style="">m</span></span><span class="mord"><span class="mord coloredeq eqk" style=""><span class="mord mathnormal" style="margin-right:0.02778em">θ</span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3448em;"><span style="top:-2.7287800000000004em;margin-right:0.05em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight"><span class="mopen nulldelimiter sizing reset-size3 size6"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.8800285714285714em;"><span style="top:-2.656em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size3 size1 mtight"><span class="mord mtight"><span class="mord mtight">2</span></span></span></span><span style="top:-3.2255000000000003em;"><span class="pstrut" style="height:3em;"></span><span class="frac-line mtight" style="border-bottom-width:0.049em;"></span></span><span style="top:-3.384em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size3 size1 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">d</span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.344em;"><span></span></span></span></span></span><span class="mclose nulldelimiter sizing reset-size3 size6"></span></span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.5120199999999999em;"><span></span></span></span></span></span></span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord coloredeq eqn" style=""><span class="mord mathnormal" style="">m</span></span><span class="mord"><span class="mord coloredeq eqk" style=""><span class="mord mathnormal" style="margin-right:0.02778em">θ</span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">0</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord coloredeq eqn" style=""><span class="mord mathnormal" style="">m</span></span><span class="mord"><span class="mord coloredeq eqk" style=""><span class="mord mathnormal" style="margin-right:0.02778em">θ</span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.30110799999999993em;"><span style="top:-2.5500000000000003em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">1</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord">...</span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord coloredeq eqn" style=""><span class="mord mathnormal" style="">m</span></span><span class="mord"><span class="mord coloredeq eqk" style=""><span class="mord mathnormal" style="margin-right:0.02778em">θ</span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.3448em;"><span style="top:-2.7287800000000004em;margin-right:0.05em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight"><span class="mopen nulldelimiter sizing reset-size3 size6"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.8800285714285714em;"><span style="top:-2.656em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size3 size1 mtight"><span class="mord mtight"><span class="mord mtight">2</span></span></span></span><span style="top:-3.2255000000000003em;"><span class="pstrut" style="height:3em;"></span><span class="frac-line mtight" style="border-bottom-width:0.049em;"></span></span><span style="top:-3.384em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size3 size1 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">d</span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.344em;"><span></span></span></span></span></span><span class="mclose nulldelimiter sizing reset-size3 size6"></span></span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.5120199999999999em;"><span></span></span></span></span></span></span><span class="mclose">]</span></span></span></span></span></span> </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">133</span> <span class="n">idx_theta2</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">idx_theta</span><span class="p">,</span> <span class="n">idx_theta</span><span class="p">),</span> <span class="n">dim</span><span class="o">=-</span><span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">device</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-27'>
<div class='docs'>
<div class='section-link'>
<a href='#section-27'>#</a>
</div>
<p>Calculate <span ><span class="katex"><span aria-hidden="true" class="katex-html"><span class="base"><span class="strut" style="height:0.84444em;vertical-align:-0.15em;"></span><span class="mord coloredeq eqf" style=""><span class="mop" style=""><span style="">c</span><span style="">o</span><span style="">s</span></span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord" style=""><span class="mord mathnormal coloredeq eqn" style="">m</span></span><span class="mord" style=""><span class="mord coloredeq eqi" style=""><span class="mord" style=""><span class="mord mathnormal coloredeq eqk" style="margin-right:0.02778em">θ</span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.31166399999999994em;"><span style="top:-2.5500000000000003em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight" style=""><span class="mord mathnormal mtight" style="">i</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span></span></span></span></span></span></span> and <span ><span class="katex"><span aria-hidden="true" class="katex-html"><span class="base"><span class="strut" style="height:0.84444em;vertical-align:-0.15em;"></span><span class="mord coloredeq eqg" style=""><span class="mop" style=""><span style="">s</span><span style="">i</span><span style="">n</span></span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord" style=""><span class="mord mathnormal coloredeq eqn" style="">m</span></span><span class="mord" style=""><span class="mord coloredeq eqi" style=""><span class="mord" style=""><span class="mord mathnormal coloredeq eqk" style="margin-right:0.02778em">θ</span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.31166399999999994em;"><span style="top:-2.5500000000000003em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight" style=""><span class="mord mathnormal mtight" style="">i</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span></span></span></span></span></span></span> in fp32 </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">136</span> <span class="k">with</span> <span class="n">autocast</span><span class="p">(</span><span class="n">enabled</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
<span class="lineno">137</span> <span class="n">idx_theta2</span> <span class="o">=</span> <span class="n">idx_theta2</span><span class="o">.</span><span class="n">float</span><span class="p">()</span></pre></div>
</div>
</div>
<div class='section' id='section-28'>
<div class='docs'>
<div class='section-link'>
<a href='#section-28'>#</a>
</div>
<p>Add head dimension </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">139</span> <span class="bp">self</span><span class="o">.</span><span class="n">cos_cached</span> <span class="o">=</span> <span class="n">idx_theta2</span><span class="o">.</span><span class="n">cos</span><span class="p">()[:,</span> <span class="kc">None</span><span class="p">,</span> <span class="p">:]</span>
<span class="lineno">140</span> <span class="bp">self</span><span class="o">.</span><span class="n">sin_cached</span> <span class="o">=</span> <span class="n">idx_theta2</span><span class="o">.</span><span class="n">sin</span><span class="p">()[:,</span> <span class="kc">None</span><span class="p">,</span> <span class="p">:]</span></pre></div>
</div>
</div>
<div class='section' id='section-29'>
<div class='docs'>
<div class='section-link'>
<a href='#section-29'>#</a>
</div>
<p>Cache them </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">143</span> <span class="bp">self</span><span class="o">.</span><span class="n">cos_cached</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">cos_cached</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">)</span>
<span class="lineno">144</span> <span class="bp">self</span><span class="o">.</span><span class="n">sin_cached</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sin_cached</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-30'>
<div class='docs'>
<div class='section-link'>
<a href='#section-30'>#</a>
</div>
<p>Split the features. We apply RoPE to only <code class="highlight"><span></span><span class="n">d_rope</span></code>
features </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">147</span> <span class="n">x_rope</span><span class="p">,</span> <span class="n">x_pass</span> <span class="o">=</span> <span class="n">x</span><span class="p">[</span><span class="o">...</span><span class="p">,</span> <span class="p">:</span><span class="bp">self</span><span class="o">.</span><span class="n">d_rope</span><span class="p">],</span> <span class="n">x</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">d_rope</span><span class="p">:]</span></pre></div>
</div>
</div>
<div class='section' id='section-31'>
<div class='docs'>
<div class='section-link'>
<a href='#section-31'>#</a>
</div>
<p>Get the sin and cos values from the cache </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">150</span> <span class="n">cos</span><span class="p">,</span> <span class="n">sin</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">cos_cached</span><span class="p">[</span><span class="n">offset</span><span class="p">:</span> <span class="n">seq_len</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">sin_cached</span><span class="p">[</span><span class="n">offset</span><span class="p">:</span> <span class="n">seq_len</span><span class="p">]</span></pre></div>
</div>
</div>
<div class='section' id='section-32'>
<div class='docs'>
<div class='section-link'>
<a href='#section-32'>#</a>
</div>
<p>RoPE embeddings</p>
<span ><span class="katex-display"><span class="katex"><span aria-hidden="true" class="katex-html"><span class="base"><span class="strut" style="height:3.42324em;vertical-align:-1.4616200000000001em;"></span><span class="mord"><span class="mtable"><span class="col-align-r"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:1.9616199999999997em;"><span style="top:-3.96162em;"><span class="pstrut" style="height:3.8116199999999996em;"></span><span class="mord"><span class="minner"><span class="mopen delimcenter" style="top:0em;"><span class="delimsizing size4">(</span></span><span class="mord"><span class="mtable"><span class="col-align-c"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:1.8116199999999998em;"><span style="top:-3.81162em;"><span class="pstrut" style="height:3.20162em;"></span><span class="mord"><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:1.0448em;"><span style="top:-2.5834080000000004em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight coloredeq eqn" style=""><span class="mord mathnormal mtight" style="">m</span></span></span></span><span style="top:-3.2198em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mopen mtight">(</span><span class="mord mathnormal mtight">i</span><span class="mclose mtight">)</span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.11659199999999997em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mop">cos</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord coloredeq eqh" style=""><span class="mord" style=""><span class="mord mathnormal coloredeq eqn" style="">m</span></span><span class="mord" style=""><span class="mord coloredeq eqi" style=""><span class="mord" style=""><span class="mord mathnormal coloredeq eqk" style="margin-right:0.02778em">θ</span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.31166399999999994em;"><span style="top:-2.5500000000000003em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight" style=""><span class="mord mathnormal mtight" style="">i</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">−</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:1.20162em;"><span style="top:-2.883408em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight coloredeq eqn" style=""><span class="mord mathnormal mtight" style="">m</span></span></span></span><span style="top:-3.5856000000000003em;margin-right:0.05em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mopen mtight">(</span><span class="mord mathnormal mtight">i</span><span class="mbin mtight">+</span><span class="mord mtight"><span class="mopen nulldelimiter sizing reset-size3 size6"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.8800285714285714em;"><span style="top:-2.656em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size3 size1 mtight"><span class="mord mtight"><span class="mord mtight">2</span></span></span></span><span style="top:-3.2255000000000003em;"><span class="pstrut" style="height:3em;"></span><span class="frac-line mtight" style="border-bottom-width:0.049em;"></span></span><span style="top:-3.384em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size3 size1 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">d</span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.344em;"><span></span></span></span></span></span><span class="mclose nulldelimiter sizing reset-size3 size6"></span></span><span class="mclose mtight">)</span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.11659199999999997em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mop">sin</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord coloredeq eqh" style=""><span class="mord" style=""><span class="mord mathnormal coloredeq eqn" style="">m</span></span><span class="mord" style=""><span class="mord coloredeq eqi" style=""><span class="mord" style=""><span class="mord mathnormal coloredeq eqk" style="margin-right:0.02778em">θ</span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.31166399999999994em;"><span style="top:-2.5500000000000003em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight" style=""><span class="mord mathnormal mtight" style="">i</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span></span></span></span></span><span style="top:-2.25em;"><span class="pstrut" style="height:3.20162em;"></span><span class="mord"><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:1.20162em;"><span style="top:-2.883408em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight coloredeq eqn" style=""><span class="mord mathnormal mtight" style="">m</span></span></span></span><span style="top:-3.5856000000000003em;margin-right:0.05em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mopen mtight">(</span><span class="mord mathnormal mtight">i</span><span class="mbin mtight">+</span><span class="mord mtight"><span class="mopen nulldelimiter sizing reset-size3 size6"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.8800285714285714em;"><span style="top:-2.656em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size3 size1 mtight"><span class="mord mtight"><span class="mord mtight">2</span></span></span></span><span style="top:-3.2255000000000003em;"><span class="pstrut" style="height:3em;"></span><span class="frac-line mtight" style="border-bottom-width:0.049em;"></span></span><span style="top:-3.384em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size3 size1 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">d</span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.344em;"><span></span></span></span></span></span><span class="mclose nulldelimiter sizing reset-size3 size6"></span></span><span class="mclose mtight">)</span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.11659199999999997em;"><span></span></span></span></span></span></span><span class="mord coloredeq eqf" style=""><span class="mop" style=""><span style="">c</span><span style="">o</span><span style="">s</span></span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord" style=""><span class="mord mathnormal coloredeq eqn" style="">m</span></span><span class="mord" style=""><span class="mord coloredeq eqi" style=""><span class="mord" style=""><span class="mord mathnormal coloredeq eqk" style="margin-right:0.02778em">θ</span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.31166399999999994em;"><span style="top:-2.5500000000000003em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight" style=""><span class="mord mathnormal mtight" style="">i</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right:0.2222222222222222em;"></span><span class="mord"><span class="mord mathnormal">x</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:1.0448em;"><span style="top:-2.5834080000000004em;margin-left:0em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight coloredeq eqn" style=""><span class="mord mathnormal mtight" style="">m</span></span></span></span><span style="top:-3.2198em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mopen mtight">(</span><span class="mord mathnormal mtight">i</span><span class="mclose mtight">)</span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.11659199999999997em;"><span></span></span></span></span></span></span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mop">sin</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord coloredeq eqh" style=""><span class="mord" style=""><span class="mord mathnormal coloredeq eqn" style="">m</span></span><span class="mord" style=""><span class="mord coloredeq eqi" style=""><span class="mord" style=""><span class="mord mathnormal coloredeq eqk" style="margin-right:0.02778em">θ</span></span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.31166399999999994em;"><span style="top:-2.5500000000000003em;margin-right:0.05em;"><span class="pstrut" style="height:2.7em;"></span><span class="sizing reset-size6 size3 mtight" style=""><span class="mord mathnormal mtight" style="">i</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.15em;"><span></span></span></span></span></span></span></span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:1.3116200000000002em;"><span></span></span></span></span></span></span></span><span class="mclose delimcenter" style="top:0em;"><span class="delimsizing size4">)</span></span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:1.4616200000000001em;"><span></span></span></span></span></span></span></span></span></span></span></span></span><p>for <span ><span class="katex"><span aria-hidden="true" class="katex-html"><span class="base"><span class="strut" style="height:0.69862em;vertical-align:-0.0391em;"></span><span class="mord mathnormal">i</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span><span class="mrel">∈</span><span class="mspace" style="margin-right:0.2777777777777778em;"></span></span><span class="base"><span class="strut" style="height:1.2251079999999999em;vertical-align:-0.345em;"></span><span class="mord"><span class="mord">1</span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord">2</span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord">...</span><span class="mpunct">,</span><span class="mspace" style="margin-right:0.16666666666666666em;"></span><span class="mord"><span class="mopen nulldelimiter"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height:0.8801079999999999em;"><span style="top:-2.6550000000000002em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">2</span></span></span></span><span style="top:-3.23em;"><span class="pstrut" style="height:3em;"></span><span class="frac-line" style="border-bottom-width:0.04em;"></span></span><span style="top:-3.394em;"><span class="pstrut" style="height:3em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">d</span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height:0.345em;"><span></span></span></span></span></span><span class="mclose nulldelimiter"></span></span></span></span></span></span></span> </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">162</span> <span class="n">x_rope</span> <span class="o">=</span> <span class="p">(</span><span class="n">x_rope</span> <span class="o">*</span> <span class="n">cos</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">rotate_half</span><span class="p">(</span><span class="n">x_rope</span><span class="p">)</span> <span class="o">*</span> <span class="n">sin</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-33'>
<div class='docs'>
<div class='section-link'>
<a href='#section-33'>#</a>
</div>
<p>Concatenate with features that didn&#x27;t get RoPE embeddings </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">165</span> <span class="k">return</span> <span class="n">torch</span><span class="o">.</span><span class="n">cat</span><span class="p">((</span><span class="n">x_rope</span><span class="p">,</span> <span class="n">x_pass</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>
</div>
</div>
<div class='section' id='section-34'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-34'>#</a>
</div>
<h2>Attention layer</h2>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">168</span><span class="k">class</span> <span class="nc">AttentionLayer</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span></pre></div>
</div>
</div>
<div class='section' id='section-35'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-35'>#</a>
</div>
<ul><li><code class="highlight"><span></span><span class="n">n_hidden</span></code>
the number of features in embeddings </li>
<li><code class="highlight"><span></span><span class="n">n_heads</span></code>
the number of attention heads </li>
<li><code class="highlight"><span></span><span class="n">rope_percentage</span></code>
percentage of features to add RoPE embeddings </li>
<li><code class="highlight"><span></span><span class="n">mask_fill</span></code>
masking fill value for attention matrix </li>
<li><code class="highlight"><span></span><span class="n">is_flash_attention</span></code>
specifies whether to use <a href="https://github.com/HazyResearch/flash-attention">FlashAttention</a></li></ul>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">173</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">n_hidden</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">6_144</span><span class="p">,</span> <span class="n">n_heads</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">64</span><span class="p">,</span> <span class="n">rope_percentage</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.25</span><span class="p">,</span>
<span class="lineno">174</span> <span class="n">mask_fill</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="o">-</span><span class="mf">10_000.0</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">is_flash_attention</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">):</span></pre></div>
</div>
</div>
<div class='section' id='section-36'>
<div class='docs'>
<div class='section-link'>
<a href='#section-36'>#</a>
</div>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">183</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="lineno">184</span>
<span class="lineno">185</span> <span class="bp">self</span><span class="o">.</span><span class="n">n_heads</span> <span class="o">=</span> <span class="n">n_heads</span>
<span class="lineno">186</span> <span class="bp">self</span><span class="o">.</span><span class="n">mask_fill</span> <span class="o">=</span> <span class="n">mask_fill</span></pre></div>
</div>
</div>
<div class='section' id='section-37'>
<div class='docs'>
<div class='section-link'>
<a href='#section-37'>#</a>
</div>
<p>Linear layer for query, key and value </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">189</span> <span class="bp">self</span><span class="o">.</span><span class="n">qkv_lin</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">n_hidden</span><span class="p">,</span> <span class="n">n_hidden</span> <span class="o">*</span> <span class="mi">3</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-38'>
<div class='docs'>
<div class='section-link'>
<a href='#section-38'>#</a>
</div>
<p>Final linear layer </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">191</span> <span class="bp">self</span><span class="o">.</span><span class="n">output</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">n_hidden</span><span class="p">,</span> <span class="n">n_hidden</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-39'>
<div class='docs'>
<div class='section-link'>
<a href='#section-39'>#</a>
</div>
<p>Number of features per head </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">194</span> <span class="n">d_k</span> <span class="o">=</span> <span class="n">n_hidden</span> <span class="o">//</span> <span class="n">n_heads</span></pre></div>
</div>
</div>
<div class='section' id='section-40'>
<div class='docs'>
<div class='section-link'>
<a href='#section-40'>#</a>
</div>
<p>RoPE embedding module </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">196</span> <span class="bp">self</span><span class="o">.</span><span class="n">rope</span> <span class="o">=</span> <span class="n">RoPE</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">d_k</span> <span class="o">*</span> <span class="n">rope_percentage</span><span class="p">))</span></pre></div>
</div>
</div>
<div class='section' id='section-41'>
<div class='docs'>
<div class='section-link'>
<a href='#section-41'>#</a>
</div>
<p>Attention scaling factor </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">199</span> <span class="bp">self</span><span class="o">.</span><span class="n">scale</span> <span class="o">=</span> <span class="mi">1</span> <span class="o">/</span> <span class="n">math</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">d_k</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-42'>
<div class='docs'>
<div class='section-link'>
<a href='#section-42'>#</a>
</div>
<p>To cache causal mask </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">202</span> <span class="bp">self</span><span class="o">.</span><span class="n">causal_mask</span> <span class="o">=</span> <span class="kc">None</span></pre></div>
</div>
</div>
<div class='section' id='section-43'>
<div class='docs'>
<div class='section-link'>
<a href='#section-43'>#</a>
</div>
<p>Attention softmax module </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">205</span> <span class="bp">self</span><span class="o">.</span><span class="n">softmax</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Softmax</span><span class="p">(</span><span class="n">dim</span><span class="o">=-</span><span class="mi">2</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-44'>
<div class='docs'>
<div class='section-link'>
<a href='#section-44'>#</a>
</div>
<p><a href="https://github.com/HazyResearch/flash-attention">FlashAttention</a> </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">208</span> <span class="k">if</span> <span class="n">is_flash_attention</span><span class="p">:</span>
<span class="lineno">209</span> <span class="k">try</span><span class="p">:</span>
<span class="lineno">210</span> <span class="kn">from</span> <span class="nn">flash_attn.flash_attention</span> <span class="kn">import</span> <span class="n">FlashAttention</span>
<span class="lineno">211</span> <span class="bp">self</span><span class="o">.</span><span class="n">flash_attention</span> <span class="o">=</span> <span class="n">FlashAttention</span><span class="p">()</span>
<span class="lineno">212</span> <span class="k">except</span> <span class="ne">ImportError</span><span class="p">:</span>
<span class="lineno">213</span> <span class="n">logger</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="s1">&#39;Install flash attention github.com/HazyResearch/flash-attention. &#39;</span>
<span class="lineno">214</span> <span class="s1">&#39;Falling back to normal attention&#39;</span><span class="p">,</span> <span class="n">Text</span><span class="o">.</span><span class="n">warning</span><span class="p">)</span>
<span class="lineno">215</span> <span class="bp">self</span><span class="o">.</span><span class="n">flash_attention</span> <span class="o">=</span> <span class="kc">None</span>
<span class="lineno">216</span> <span class="k">else</span><span class="p">:</span>
<span class="lineno">217</span> <span class="bp">self</span><span class="o">.</span><span class="n">flash_attention</span> <span class="o">=</span> <span class="kc">None</span></pre></div>
</div>
</div>
<div class='section' id='section-45'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-45'>#</a>
</div>
<h4>Calculate the causal mask</h4>
<ul><li><code class="highlight"><span></span><span class="n">attn</span></code>
has shape <a href="batch_size, query_seq_len, key_seq_len, n_heads">batch_size, query_seq_len, key_seq_len, n_heads</a></li></ul>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">219</span> <span class="k">def</span> <span class="nf">_get_mask</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">attn</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-46'>
<div class='docs'>
<div class='section-link'>
<a href='#section-46'>#</a>
</div>
<p>Query and key lengths </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">227</span> <span class="n">nq</span><span class="p">,</span> <span class="n">nk</span> <span class="o">=</span> <span class="n">attn</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="mi">3</span><span class="p">]</span></pre></div>
</div>
</div>
<div class='section' id='section-47'>
<div class='docs'>
<div class='section-link'>
<a href='#section-47'>#</a>
</div>
<p>Create mask </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">230</span> <span class="k">if</span> <span class="p">(</span>
<span class="lineno">231</span> <span class="bp">self</span><span class="o">.</span><span class="n">causal_mask</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span>
<span class="lineno">232</span> <span class="bp">self</span><span class="o">.</span><span class="n">causal_mask</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">!=</span> <span class="n">nq</span> <span class="ow">or</span>
<span class="lineno">233</span> <span class="bp">self</span><span class="o">.</span><span class="n">causal_mask</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">!=</span> <span class="n">nk</span> <span class="ow">or</span>
<span class="lineno">234</span> <span class="bp">self</span><span class="o">.</span><span class="n">causal_mask</span><span class="o">.</span><span class="n">device</span> <span class="o">!=</span> <span class="n">attn</span><span class="o">.</span><span class="n">device</span>
<span class="lineno">235</span> <span class="p">):</span>
<span class="lineno">236</span> <span class="bp">self</span><span class="o">.</span><span class="n">causal_mask</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">triu</span><span class="p">(</span><span class="n">attn</span><span class="o">.</span><span class="n">new_ones</span><span class="p">([</span><span class="n">nq</span><span class="p">,</span> <span class="n">nk</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">bool</span><span class="p">),</span> <span class="mi">1</span> <span class="o">+</span> <span class="n">nk</span> <span class="o">-</span> <span class="n">nq</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-48'>
<div class='docs'>
<div class='section-link'>
<a href='#section-48'>#</a>
</div>
<p>Return from cache </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">239</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">causal_mask</span><span class="p">[</span><span class="kc">None</span><span class="p">,</span> <span class="p">:,</span> <span class="p">:,</span> <span class="kc">None</span><span class="p">]</span></pre></div>
</div>
</div>
<div class='section' id='section-49'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-49'>#</a>
</div>
<ul><li><code class="highlight"><span></span><span class="n">x</span></code>
has shape <code class="highlight"><span></span><span class="p">[</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">seq_len</span><span class="p">,</span> <span class="n">n_hidden</span><span class="p">]</span></code>
</li></ul>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">241</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></pre></div>
</div>
</div>
<div class='section' id='section-50'>
<div class='docs'>
<div class='section-link'>
<a href='#section-50'>#</a>
</div>
<p>Get query, key and value embeddings (all concatenated). The last dimension size will change from n_hidden -&gt; <code class="highlight"><span></span><span class="mi">3</span> <span class="n">x</span> <span class="n">n_hidden</span></code>
</p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">247</span> <span class="n">qkv</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">qkv_lin</span><span class="p">(</span><span class="n">x</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-51'>
<div class='docs'>
<div class='section-link'>
<a href='#section-51'>#</a>
</div>
<p>Split into heads by changing the shape to <code class="highlight"><span></span><span class="p">[</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">seq_len</span><span class="p">,</span> <span class="n">n_heads</span><span class="p">,</span> <span class="mi">3</span> <span class="o">*</span> <span class="n">d_k</span><span class="p">]</span></code>
</p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">250</span> <span class="n">qkv</span> <span class="o">=</span> <span class="n">qkv</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="o">*</span><span class="n">qkv</span><span class="o">.</span><span class="n">shape</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">n_heads</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-52'>
<div class='docs'>
<div class='section-link'>
<a href='#section-52'>#</a>
</div>
<p>Split into query, key and value each of shape <code class="highlight"><span></span><span class="p">[</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">seq_len</span><span class="p">,</span> <span class="n">n_heads</span><span class="p">,</span> <span class="mi">3</span> <span class="o">*</span> <span class="n">d_k</span><span class="p">]</span></code>
</p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">252</span> <span class="n">q</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="n">qkv</span><span class="p">,</span> <span class="n">qkv</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">//</span> <span class="mi">3</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>
</div>
</div>
<div class='section' id='section-53'>
<div class='docs'>
<div class='section-link'>
<a href='#section-53'>#</a>
</div>
<p>If we are caching the states of previous tokens </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">255</span> <span class="k">if</span> <span class="n">get_cache</span><span class="p">()</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;use_cache&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">):</span></pre></div>
</div>
</div>
<div class='section' id='section-54'>
<div class='docs'>
<div class='section-link'>
<a href='#section-54'>#</a>
</div>
<p>Get the state id&#x27;s. We use to retrieve previous states and store the next states </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">257</span> <span class="n">prev_state_id</span><span class="p">,</span> <span class="n">next_state_id</span> <span class="o">=</span> <span class="n">get_cache</span><span class="p">()</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;state_ids&#39;</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-55'>
<div class='docs'>
<div class='section-link'>
<a href='#section-55'>#</a>
</div>
<p>If there&#x27;s cache </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">259</span> <span class="k">if</span> <span class="n">prev_state_id</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span></pre></div>
</div>
</div>
<div class='section' id='section-56'>
<div class='docs'>
<div class='section-link'>
<a href='#section-56'>#</a>
</div>
<p>Get the past keys and values. These will have shape <code class="highlight"><span></span><span class="p">[</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">prev_seq_len</span><span class="p">,</span> <span class="n">n_heads</span><span class="p">,</span> <span class="n">d_k</span><span class="p">]</span></code>
</p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">261</span> <span class="n">k_past</span><span class="p">,</span> <span class="n">v_past</span> <span class="o">=</span> <span class="n">get_cache</span><span class="p">()</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;attn_kv_</span><span class="si">{</span><span class="n">prev_state_id</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-57'>
<div class='docs'>
<div class='section-link'>
<a href='#section-57'>#</a>
</div>
<p>Offset of the current embeddings </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">263</span> <span class="n">offset</span> <span class="o">=</span> <span class="n">k_past</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span></pre></div>
</div>
</div>
<div class='section' id='section-58'>
<div class='docs'>
<div class='section-link'>
<a href='#section-58'>#</a>
</div>
<p>Add RoPE embeddings </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">266</span> <span class="n">q</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">rope</span><span class="p">(</span><span class="n">q</span><span class="p">,</span> <span class="n">offset</span><span class="o">=</span><span class="n">offset</span><span class="p">)</span>
<span class="lineno">267</span> <span class="n">k</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">rope</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="n">offset</span><span class="o">=</span><span class="n">offset</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-59'>
<div class='docs'>
<div class='section-link'>
<a href='#section-59'>#</a>
</div>
<p>Concatenate the past </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">270</span> <span class="n">k</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">k_past</span><span class="p">,</span> <span class="n">k</span><span class="p">],</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="lineno">271</span> <span class="n">v</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">v_past</span><span class="p">,</span> <span class="n">v</span><span class="p">],</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="lineno">272</span> <span class="k">else</span><span class="p">:</span></pre></div>
</div>
</div>
<div class='section' id='section-60'>
<div class='docs'>
<div class='section-link'>
<a href='#section-60'>#</a>
</div>
<p>Add RoPE embeddings </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">274</span> <span class="n">q</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">rope</span><span class="p">(</span><span class="n">q</span><span class="p">)</span>
<span class="lineno">275</span> <span class="n">k</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">rope</span><span class="p">(</span><span class="n">k</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-61'>
<div class='docs'>
<div class='section-link'>
<a href='#section-61'>#</a>
</div>
<p>Save the current state </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">278</span> <span class="n">get_cache</span><span class="p">()</span><span class="o">.</span><span class="n">push</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;attn_kv_</span><span class="si">{</span><span class="n">next_state_id</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="n">v</span><span class="p">))</span>
<span class="lineno">279</span> <span class="k">else</span><span class="p">:</span></pre></div>
</div>
</div>
<div class='section' id='section-62'>
<div class='docs'>
<div class='section-link'>
<a href='#section-62'>#</a>
</div>
<p>No cache - simply add RoPE embeddings </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">281</span> <span class="n">q</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">rope</span><span class="p">(</span><span class="n">q</span><span class="p">)</span>
<span class="lineno">282</span> <span class="n">k</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">rope</span><span class="p">(</span><span class="n">k</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-63'>
<div class='docs'>
<div class='section-link'>
<a href='#section-63'>#</a>
</div>
<p>Use flash attention </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">285</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">flash_attention</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">q</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="n">k</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="ow">and</span> <span class="n">q</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="mi">128</span><span class="p">:</span>
<span class="lineno">286</span> <span class="n">output</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_flash_attention</span><span class="p">(</span><span class="n">q</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-64'>
<div class='docs'>
<div class='section-link'>
<a href='#section-64'>#</a>
</div>
<p>Otherwise, use normal attention </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">288</span> <span class="k">else</span><span class="p">:</span>
<span class="lineno">289</span> <span class="n">output</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">compute_attention</span><span class="p">(</span><span class="n">q</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-65'>
<div class='docs'>
<div class='section-link'>
<a href='#section-65'>#</a>
</div>
<p>Reshape from <code class="highlight"><span></span><span class="p">[</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">seq_len</span><span class="p">,</span> <span class="n">n_heads</span><span class="p">,</span> <span class="n">d_k</span><span class="p">]</span> <span class="n">to</span></code>
<a href="batch_size, seq_len, n_hidden">batch_size, seq_len, n_hidden</a>` </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">292</span> <span class="n">output</span> <span class="o">=</span> <span class="n">output</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">*</span><span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-66'>
<div class='docs'>
<div class='section-link'>
<a href='#section-66'>#</a>
</div>
<p>Final linear layer </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">295</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">output</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-67'>
<div class='docs'>
<div class='section-link'>
<a href='#section-67'>#</a>
</div>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">297</span> <span class="k">def</span> <span class="nf">compute_flash_attention</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">q</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">k</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">v</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-68'>
<div class='docs'>
<div class='section-link'>
<a href='#section-68'>#</a>
</div>
<p>Stack them into shape <code class="highlight"><span></span><span class="p">[</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">seq_len</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="n">n_heads</span><span class="p">,</span> <span class="n">d_k</span><span class="p">]</span></code>
</p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">299</span> <span class="n">qkv</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">stack</span><span class="p">((</span><span class="n">q</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span><span class="p">),</span> <span class="n">dim</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
<span class="lineno">300</span> <span class="n">d_k</span> <span class="o">=</span> <span class="n">qkv</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="lineno">301</span> <span class="k">if</span> <span class="n">d_k</span> <span class="o">&lt;=</span> <span class="mi">32</span><span class="p">:</span>
<span class="lineno">302</span> <span class="n">pad</span> <span class="o">=</span> <span class="mi">32</span> <span class="o">-</span> <span class="n">d_k</span>
<span class="lineno">303</span> <span class="k">elif</span> <span class="n">d_k</span> <span class="o">&lt;=</span> <span class="mi">64</span><span class="p">:</span>
<span class="lineno">304</span> <span class="n">pad</span> <span class="o">=</span> <span class="mi">64</span> <span class="o">-</span> <span class="n">d_k</span>
<span class="lineno">305</span> <span class="k">elif</span> <span class="n">d_k</span> <span class="o">&lt;=</span> <span class="mi">128</span><span class="p">:</span>
<span class="lineno">306</span> <span class="n">pad</span> <span class="o">=</span> <span class="mi">128</span> <span class="o">-</span> <span class="n">d_k</span>
<span class="lineno">307</span> <span class="k">else</span><span class="p">:</span>
<span class="lineno">308</span> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Head size </span><span class="si">{</span><span class="n">d_k</span><span class="si">}</span><span class="s1"> too large for flash attention&#39;</span><span class="p">)</span>
<span class="lineno">309</span>
<span class="lineno">310</span> <span class="k">if</span> <span class="n">pad</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
<span class="lineno">311</span> <span class="n">qkv</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">qkv</span><span class="p">,</span> <span class="n">qkv</span><span class="o">.</span><span class="n">new_zeros</span><span class="p">(</span><span class="o">*</span><span class="n">qkv</span><span class="o">.</span><span class="n">shape</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="n">pad</span><span class="p">)),</span> <span class="n">dim</span><span class="o">=-</span><span class="mi">1</span><span class="p">)</span>
<span class="lineno">312</span>
<span class="lineno">313</span> <span class="n">output</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">flash_attention</span><span class="p">(</span><span class="n">qkv</span><span class="p">,</span> <span class="n">causal</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-69'>
<div class='docs'>
<div class='section-link'>
<a href='#section-69'>#</a>
</div>
<p>The output is of shape <code class="highlight"><span></span><span class="p">[</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">seq_len</span><span class="p">,</span> <span class="n">n_heads</span><span class="p">,</span> <span class="n">d_k</span> <span class="o">+</span> <span class="n">padding</span><span class="p">]</span></code>
</p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">315</span> <span class="n">output</span> <span class="o">=</span> <span class="n">output</span><span class="p">[:,</span> <span class="p">:,</span> <span class="p">:,</span> <span class="p">:</span><span class="n">d_k</span><span class="p">]</span>
<span class="lineno">316</span>
<span class="lineno">317</span> <span class="k">return</span> <span class="n">output</span></pre></div>
</div>
</div>
<div class='section' id='section-70'>
<div class='docs'>
<div class='section-link'>
<a href='#section-70'>#</a>
</div>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">319</span> <span class="k">def</span> <span class="nf">compute_attention</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">q</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">k</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">v</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-71'>
<div class='docs'>
<div class='section-link'>
<a href='#section-71'>#</a>
</div>
<p>Disable auto-casting to fp16 for attention computation </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">321</span> <span class="k">with</span> <span class="n">autocast</span><span class="p">(</span><span class="n">enabled</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
<span class="lineno">322</span> <span class="k">if</span> <span class="n">q</span><span class="o">.</span><span class="n">dtype</span> <span class="o">==</span> <span class="n">torch</span><span class="o">.</span><span class="n">float16</span><span class="p">:</span></pre></div>
</div>
</div>
<div class='section' id='section-72'>
<div class='docs'>
<div class='section-link'>
<a href='#section-72'>#</a>
</div>
<p>Convert to fp32 if the current dtype is fp16 </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">324</span> <span class="n">attn</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">einsum</span><span class="p">(</span><span class="s1">&#39;bihk,bjhk-&gt;bijh&#39;</span><span class="p">,</span> <span class="n">q</span><span class="o">.</span><span class="n">float</span><span class="p">(),</span> <span class="n">k</span><span class="o">.</span><span class="n">float</span><span class="p">())</span>
<span class="lineno">325</span> <span class="k">else</span><span class="p">:</span></pre></div>
</div>
</div>
<div class='section' id='section-73'>
<div class='docs'>
<div class='section-link'>
<a href='#section-73'>#</a>
</div>
<p>Do not cast for bfloat </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">327</span> <span class="n">attn</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">einsum</span><span class="p">(</span><span class="s1">&#39;bihk,bjhk-&gt;bijh&#39;</span><span class="p">,</span> <span class="n">q</span><span class="p">,</span> <span class="n">k</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-74'>
<div class='docs'>
<div class='section-link'>
<a href='#section-74'>#</a>
</div>
<p>Scale attention </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">330</span> <span class="n">attn</span> <span class="o">=</span> <span class="n">attn</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">scale</span></pre></div>
</div>
</div>
<div class='section' id='section-75'>
<div class='docs'>
<div class='section-link'>
<a href='#section-75'>#</a>
</div>
<p>Get causal mask </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">333</span> <span class="n">mask</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_mask</span><span class="p">(</span><span class="n">attn</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-76'>
<div class='docs'>
<div class='section-link'>
<a href='#section-76'>#</a>
</div>
<p>Apply mask </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">335</span> <span class="n">attn</span><span class="o">.</span><span class="n">masked_fill_</span><span class="p">(</span><span class="n">mask</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">mask_fill</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-77'>
<div class='docs'>
<div class='section-link'>
<a href='#section-77'>#</a>
</div>
<p>Attention softmax </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">338</span> <span class="n">attn</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">softmax</span><span class="p">(</span><span class="n">attn</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-78'>
<div class='docs'>
<div class='section-link'>
<a href='#section-78'>#</a>
</div>
<p>Get attention weighted values </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">341</span> <span class="n">output</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">einsum</span><span class="p">(</span><span class="s1">&#39;bijh,bjhk-&gt;bihk&#39;</span><span class="p">,</span> <span class="n">attn</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">v</span><span class="o">.</span><span class="n">dtype</span><span class="p">),</span> <span class="n">v</span><span class="p">)</span>
<span class="lineno">342</span>
<span class="lineno">343</span> <span class="k">return</span> <span class="n">output</span></pre></div>
</div>
</div>
<div class='section' id='section-79'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-79'>#</a>
</div>
<h2>Feedforward Network</h2>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">346</span><span class="k">class</span> <span class="nc">FFNLayer</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span></pre></div>
</div>
</div>
<div class='section' id='section-80'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-80'>#</a>
</div>
<ul><li><code class="highlight"><span></span><span class="n">n_hidden</span></code>
is the embedding size</li></ul>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">351</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">n_hidden</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">6_144</span><span class="p">,</span> <span class="n">d_ff</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span><span class="p">):</span></pre></div>
</div>
</div>
<div class='section' id='section-81'>
<div class='docs'>
<div class='section-link'>
<a href='#section-81'>#</a>
</div>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">355</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="lineno">356</span>
<span class="lineno">357</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">d_ff</span><span class="p">:</span>
<span class="lineno">358</span> <span class="n">d_ff</span> <span class="o">=</span> <span class="n">n_hidden</span> <span class="o">*</span> <span class="mi">4</span></pre></div>
</div>
</div>
<div class='section' id='section-82'>
<div class='docs'>
<div class='section-link'>
<a href='#section-82'>#</a>
</div>
<p>Expansion linear layer </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">361</span> <span class="bp">self</span><span class="o">.</span><span class="n">dense_h_h4</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">n_hidden</span><span class="p">,</span> <span class="n">d_ff</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-83'>
<div class='docs'>
<div class='section-link'>
<a href='#section-83'>#</a>
</div>
<p>GELU activation </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">363</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">GELU</span><span class="p">()</span></pre></div>
</div>
</div>
<div class='section' id='section-84'>
<div class='docs'>
<div class='section-link'>
<a href='#section-84'>#</a>
</div>
<p>Contraction linear layer </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">365</span> <span class="bp">self</span><span class="o">.</span><span class="n">dense_h4_h</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">d_ff</span><span class="p">,</span> <span class="n">n_hidden</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-85'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-85'>#</a>
</div>
<ul><li><code class="highlight"><span></span><span class="n">x</span></code>
has shape <code class="highlight"><span></span><span class="p">[</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">seq_len</span><span class="p">,</span> <span class="n">n_hidden</span><span class="p">]</span></code>
</li></ul>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">367</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></pre></div>
</div>
</div>
<div class='section' id='section-86'>
<div class='docs'>
<div class='section-link'>
<a href='#section-86'>#</a>
</div>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">371</span> <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dense_h_h4</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="lineno">372</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>
<span class="lineno">373</span> <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dense_h4_h</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="lineno">374</span>
<span class="lineno">375</span> <span class="k">return</span> <span class="n">x</span></pre></div>
</div>
</div>
<div class='section' id='section-87'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-87'>#</a>
</div>
<h2>Transformer Layer</h2>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">378</span><span class="k">class</span> <span class="nc">TransformerLayer</span><span class="p">(</span><span class="n">NeoXModule</span><span class="p">):</span></pre></div>
</div>
</div>
<div class='section' id='section-88'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-88'>#</a>
</div>
<ul><li><code class="highlight"><span></span><span class="n">n_hidden</span></code>
is the embedding size </li>
<li><code class="highlight"><span></span><span class="n">n_heads</span></code>
is the number of heads </li>
<li><code class="highlight"><span></span><span class="n">is_flash_attention</span></code>
specifies whether to use <a href="https://github.com/HazyResearch/flash-attention">FlashAttention</a></li></ul>
<p><em>Out implementation doesn&#x27;t include dropout</em>.</p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">383</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">n_hidden</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">6_144</span><span class="p">,</span> <span class="n">n_heads</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">64</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">is_flash_attention</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">):</span></pre></div>
</div>
</div>
<div class='section' id='section-89'>
<div class='docs'>
<div class='section-link'>
<a href='#section-89'>#</a>
</div>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">392</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-90'>
<div class='docs'>
<div class='section-link'>
<a href='#section-90'>#</a>
</div>
<p>Layer normalization before attention </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">395</span> <span class="bp">self</span><span class="o">.</span><span class="n">pre_ln_attn</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">LayerNorm</span><span class="p">(</span><span class="n">n_hidden</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-91'>
<div class='docs'>
<div class='section-link'>
<a href='#section-91'>#</a>
</div>
<p>Layer normalization before FFN </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">397</span> <span class="bp">self</span><span class="o">.</span><span class="n">pre_ln_ffn</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">LayerNorm</span><span class="p">(</span><span class="n">n_hidden</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-92'>
<div class='docs'>
<div class='section-link'>
<a href='#section-92'>#</a>
</div>
<p>Attention layer </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">400</span> <span class="bp">self</span><span class="o">.</span><span class="n">attention</span> <span class="o">=</span> <span class="n">AttentionLayer</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="n">is_flash_attention</span><span class="o">=</span><span class="n">is_flash_attention</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-93'>
<div class='docs'>
<div class='section-link'>
<a href='#section-93'>#</a>
</div>
<p>FFN layer </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">402</span> <span class="bp">self</span><span class="o">.</span><span class="n">ffn</span> <span class="o">=</span> <span class="n">FFNLayer</span><span class="p">(</span><span class="n">n_hidden</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-94'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-94'>#</a>
</div>
<ul><li><code class="highlight"><span></span><span class="n">x</span></code>
are the embeddings of shape <code class="highlight"><span></span><span class="p">[</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">seq_len</span><span class="p">,</span> <span class="n">n_hidden</span><span class="p">]</span></code>
</li></ul>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">404</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></pre></div>
</div>
</div>
<div class='section' id='section-95'>
<div class='docs'>
<div class='section-link'>
<a href='#section-95'>#</a>
</div>
<p>Residual connection </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">410</span> <span class="n">residual</span> <span class="o">=</span> <span class="n">x</span></pre></div>
</div>
</div>
<div class='section' id='section-96'>
<div class='docs'>
<div class='section-link'>
<a href='#section-96'>#</a>
</div>
<p>NeoX runs attention and feedforward network in parallel </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">412</span> <span class="n">attn</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">attention</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">pre_ln_attn</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
<span class="lineno">413</span> <span class="n">ffn</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">ffn</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">pre_ln_ffn</span><span class="p">(</span><span class="n">x</span><span class="p">))</span></pre></div>
</div>
</div>
<div class='section' id='section-97'>
<div class='docs'>
<div class='section-link'>
<a href='#section-97'>#</a>
</div>
<p>Add them and the residual connection </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">415</span> <span class="k">return</span> <span class="n">attn</span> <span class="o">+</span> <span class="n">ffn</span> <span class="o">+</span> <span class="n">residual</span></pre></div>
</div>
</div>
<div class='section' id='section-98'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-98'>#</a>
</div>
<p> Code to load the checkpoint</p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">417</span> <span class="k">def</span> <span class="nf">load_state</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">p1</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</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">p2</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</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-99'>
<div class='docs'>
<div class='section-link'>
<a href='#section-99'>#</a>
</div>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">421</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">&#39;Load transformer layer&#39;</span><span class="p">):</span></pre></div>
</div>
</div>
<div class='section' id='section-100'>
<div class='docs'>
<div class='section-link'>
<a href='#section-100'>#</a>
</div>
<p>Attention output transform </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">423</span> <span class="n">checkpoint</span><span class="o">.</span><span class="n">merge_params_sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">attention</span><span class="o">.</span><span class="n">output</span><span class="o">.</span><span class="n">bias</span><span class="p">,</span> <span class="s1">&#39;attention.dense.bias&#39;</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">)</span>
<span class="lineno">424</span> <span class="n">checkpoint</span><span class="o">.</span><span class="n">merge_params_dim_1</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">attention</span><span class="o">.</span><span class="n">output</span><span class="o">.</span><span class="n">weight</span><span class="p">,</span> <span class="s1">&#39;attention.dense.weight&#39;</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-101'>
<div class='docs'>
<div class='section-link'>
<a href='#section-101'>#</a>
</div>
<p>Attention query, key and value transform </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">427</span> <span class="n">checkpoint</span><span class="o">.</span><span class="n">merge_params_dim_0</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">attention</span><span class="o">.</span><span class="n">qkv_lin</span><span class="o">.</span><span class="n">bias</span><span class="p">,</span> <span class="s1">&#39;attention.query_key_value.bias&#39;</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">)</span>
<span class="lineno">428</span> <span class="n">checkpoint</span><span class="o">.</span><span class="n">merge_params_dim_0</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">attention</span><span class="o">.</span><span class="n">qkv_lin</span><span class="o">.</span><span class="n">weight</span><span class="p">,</span> <span class="s1">&#39;attention.query_key_value.weight&#39;</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-102'>
<div class='docs'>
<div class='section-link'>
<a href='#section-102'>#</a>
</div>
<p>Layer norm before attention </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">431</span> <span class="n">checkpoint</span><span class="o">.</span><span class="n">merge_params_duplicate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">pre_ln_attn</span><span class="o">.</span><span class="n">bias</span><span class="p">,</span> <span class="s1">&#39;input_layernorm.bias&#39;</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">)</span>
<span class="lineno">432</span> <span class="n">checkpoint</span><span class="o">.</span><span class="n">merge_params_duplicate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">pre_ln_attn</span><span class="o">.</span><span class="n">weight</span><span class="p">,</span> <span class="s1">&#39;input_layernorm.weight&#39;</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-103'>
<div class='docs'>
<div class='section-link'>
<a href='#section-103'>#</a>
</div>
<p>FFN second transform </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">435</span> <span class="n">checkpoint</span><span class="o">.</span><span class="n">merge_params_dim_0</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">ffn</span><span class="o">.</span><span class="n">dense_h_h4</span><span class="o">.</span><span class="n">bias</span><span class="p">,</span> <span class="s1">&#39;mlp.dense_h_to_4h.bias&#39;</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">)</span>
<span class="lineno">436</span> <span class="n">checkpoint</span><span class="o">.</span><span class="n">merge_params_dim_0</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">ffn</span><span class="o">.</span><span class="n">dense_h_h4</span><span class="o">.</span><span class="n">weight</span><span class="p">,</span> <span class="s1">&#39;mlp.dense_h_to_4h.weight&#39;</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-104'>
<div class='docs'>
<div class='section-link'>
<a href='#section-104'>#</a>
</div>
<p>FFN first transform </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">439</span> <span class="n">checkpoint</span><span class="o">.</span><span class="n">merge_params_sum</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">ffn</span><span class="o">.</span><span class="n">dense_h4_h</span><span class="o">.</span><span class="n">bias</span><span class="p">,</span> <span class="s1">&#39;mlp.dense_4h_to_h.bias&#39;</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">)</span>
<span class="lineno">440</span> <span class="n">checkpoint</span><span class="o">.</span><span class="n">merge_params_dim_1</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">ffn</span><span class="o">.</span><span class="n">dense_h4_h</span><span class="o">.</span><span class="n">weight</span><span class="p">,</span> <span class="s1">&#39;mlp.dense_4h_to_h.weight&#39;</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-105'>
<div class='docs'>
<div class='section-link'>
<a href='#section-105'>#</a>
</div>
<p>Layer norm before FFN </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">443</span> <span class="n">checkpoint</span><span class="o">.</span><span class="n">merge_params_duplicate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">pre_ln_ffn</span><span class="o">.</span><span class="n">bias</span><span class="p">,</span> <span class="s1">&#39;post_attention_layernorm.bias&#39;</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">)</span>
<span class="lineno">444</span> <span class="n">checkpoint</span><span class="o">.</span><span class="n">merge_params_duplicate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">pre_ln_ffn</span><span class="o">.</span><span class="n">weight</span><span class="p">,</span> <span class="s1">&#39;post_attention_layernorm.weight&#39;</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-106'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-106'>#</a>
</div>
<h2>Final normalization layer</h2>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">447</span><span class="k">class</span> <span class="nc">FinalNorm</span><span class="p">(</span><span class="n">NeoXModule</span><span class="p">):</span></pre></div>
</div>
</div>
<div class='section' id='section-107'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-107'>#</a>
</div>
<ul><li><code class="highlight"><span></span><span class="n">n_hidden</span></code>
is the embedding size</li></ul>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">452</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">n_hidden</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">6_144</span><span class="p">):</span></pre></div>
</div>
</div>
<div class='section' id='section-108'>
<div class='docs'>
<div class='section-link'>
<a href='#section-108'>#</a>
</div>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">456</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="lineno">457</span>
<span class="lineno">458</span> <span class="bp">self</span><span class="o">.</span><span class="n">ln</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">LayerNorm</span><span class="p">(</span><span class="n">n_hidden</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-109'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-109'>#</a>
</div>
<ul><li><code class="highlight"><span></span><span class="n">x</span></code>
are the embeddings of shape <code class="highlight"><span></span><span class="p">[</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">seq_len</span><span class="p">,</span> <span class="n">n_hidden</span><span class="p">]</span></code>
</li></ul>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">460</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></pre></div>
</div>
</div>
<div class='section' id='section-110'>
<div class='docs'>
<div class='section-link'>
<a href='#section-110'>#</a>
</div>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">464</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">ln</span><span class="p">(</span><span class="n">x</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-111'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-111'>#</a>
</div>
<p> Code to load the checkpoint</p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">466</span> <span class="k">def</span> <span class="nf">load_state</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">p1</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</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">p2</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</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-112'>
<div class='docs'>
<div class='section-link'>
<a href='#section-112'>#</a>
</div>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">470</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">&#39;Load final normalization layer&#39;</span><span class="p">):</span>
<span class="lineno">471</span> <span class="n">checkpoint</span><span class="o">.</span><span class="n">merge_params_duplicate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">ln</span><span class="o">.</span><span class="n">bias</span><span class="p">,</span> <span class="s1">&#39;norm.bias&#39;</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">)</span>
<span class="lineno">472</span> <span class="n">checkpoint</span><span class="o">.</span><span class="n">merge_params_duplicate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">ln</span><span class="o">.</span><span class="n">weight</span><span class="p">,</span> <span class="s1">&#39;norm.weight&#39;</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-113'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-113'>#</a>
</div>
<p> Readout layer</p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">475</span><span class="k">class</span> <span class="nc">ReadoutLayer</span><span class="p">(</span><span class="n">NeoXModule</span><span class="p">):</span></pre></div>
</div>
</div>
<div class='section' id='section-114'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-114'>#</a>
</div>
<ul><li><code class="highlight"><span></span><span class="n">n_hidden</span></code>
is the embedding size </li>
<li><code class="highlight"><span></span><span class="n">n_vocab</span></code>
is the size of the vocabulary</li></ul>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">480</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">n_hidden</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">6_144</span><span class="p">,</span> <span class="n">n_vocab</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">50_432</span><span class="p">):</span></pre></div>
</div>
</div>
<div class='section' id='section-115'>
<div class='docs'>
<div class='section-link'>
<a href='#section-115'>#</a>
</div>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">485</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="lineno">486</span>
<span class="lineno">487</span> <span class="bp">self</span><span class="o">.</span><span class="n">linear</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">n_hidden</span><span class="p">,</span> <span class="n">n_vocab</span><span class="p">,</span> <span class="n">bias</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-116'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-116'>#</a>
</div>
<ul><li><code class="highlight"><span></span><span class="n">x</span></code>
are the embeddings of shape <code class="highlight"><span></span><span class="p">[</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">seq_len</span><span class="p">,</span> <span class="n">n_hidden</span><span class="p">]</span></code>
</li></ul>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">489</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></pre></div>
</div>
</div>
<div class='section' id='section-117'>
<div class='docs'>
<div class='section-link'>
<a href='#section-117'>#</a>
</div>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">493</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">linear</span><span class="p">(</span><span class="n">x</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-118'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-118'>#</a>
</div>
<p> Code to load the checkpoint</p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">495</span> <span class="k">def</span> <span class="nf">load_state</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">p1</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</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">p2</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</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-119'>
<div class='docs'>
<div class='section-link'>
<a href='#section-119'>#</a>
</div>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">499</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">&#39;Load final linear layer&#39;</span><span class="p">):</span>
<span class="lineno">500</span> <span class="n">checkpoint</span><span class="o">.</span><span class="n">merge_params_dim_0</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">linear</span><span class="o">.</span><span class="n">weight</span><span class="p">,</span> <span class="s1">&#39;final_linear.weight&#39;</span><span class="p">,</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-120'>
<div class='docs'>
<div class='section-link'>
<a href='#section-120'>#</a>
</div>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">503</span><span class="k">class</span> <span class="nc">LayerGenerator</span><span class="p">:</span>
<span class="lineno">504</span> <span class="n">pre_created_layers</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="n">Any</span><span class="p">,</span> <span class="n">Optional</span><span class="p">[</span><span class="n">NeoXModule</span><span class="p">]]</span></pre></div>
</div>
</div>
<div class='section' id='section-121'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-121'>#</a>
</div>
<h3>Generator to create layers</h3>
<p>The layers are generated in the same order as checkpoints.</p>
<p>It gives <code class="highlight"><span></span><span class="kc">None</span></code>
when a layer is not available; we use the layer indices as NeoX and there are two transformation layers we don&#x27;t need in our implementation.</p>
<ul><li><code class="highlight"><span></span><span class="n">n_vocab</span></code>
is the number of tokens in the vocabulary </li>
<li><code class="highlight"><span></span><span class="n">n_hidden</span></code>
is the number of features in the embeddings </li>
<li><code class="highlight"><span></span><span class="n">n_layers</span></code>
is the number of transformer layers </li>
<li><code class="highlight"><span></span><span class="n">n_heads</span></code>
is the number of attention heads </li>
<li><code class="highlight"><span></span><span class="n">filter_layers</span></code>
are the set of layers to be used. All layers will be used if None. This is used to test smaller versions of the model with fewer layers </li>
<li><code class="highlight"><span></span><span class="n">is_clone_layers</span></code>
specifies whether to clone the transformer layers (a bit faster) </li>
<li><code class="highlight"><span></span><span class="n">dtype</span></code>
is the data type of the model </li>
<li><code class="highlight"><span></span><span class="n">device</span></code>
is the device of the model </li>
<li><code class="highlight"><span></span><span class="n">is_llm_int8</span></code>
specifies whether to use int8 quantization </li>
<li><code class="highlight"><span></span><span class="n">llm_int8_threshold</span></code>
is the threshold <span ><span class="katex"><span aria-hidden="true" class="katex-html"><span class="base"><span class="strut" style="height:0.43056em;vertical-align:0em;"></span><span class="mord coloredeq eqj" style=""><span class="mord mathnormal" style="margin-right:0.0037em">α</span></span></span></span></span></span> used to separate outlier features </li>
<li><code class="highlight"><span></span><span class="n">is_flash_attention</span></code>
specifies whether to use <a href="https://github.com/HazyResearch/flash-attention">FlashAttention</a></li></ul>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">506</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="o">*</span><span class="p">,</span> <span class="n">n_vocab</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">50_432</span><span class="p">,</span> <span class="n">n_hidden</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">6_144</span><span class="p">,</span>
<span class="lineno">507</span> <span class="n">n_layers</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">44</span><span class="p">,</span> <span class="n">n_heads</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">64</span><span class="p">,</span>
<span class="lineno">508</span> <span class="n">filter_layers</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Set</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="lineno">509</span> <span class="n">is_clone_layers</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
<span class="lineno">510</span> <span class="n">dtype</span><span class="p">:</span> <span class="n">torch</span><span class="o">.</span><span class="n">dtype</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">float</span><span class="p">,</span>
<span class="lineno">511</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="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">device</span><span class="p">(</span><span class="s1">&#39;cpu&#39;</span><span class="p">),</span>
<span class="lineno">512</span> <span class="n">is_llm_int8</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
<span class="lineno">513</span> <span class="n">llm_int8_threshold</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">6.0</span><span class="p">,</span>
<span class="lineno">514</span> <span class="n">is_flash_attention</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>
<span class="lineno">515</span> <span class="p">):</span></pre></div>
</div>
</div>
<div class='section' id='section-122'>
<div class='docs'>
<div class='section-link'>
<a href='#section-122'>#</a>
</div>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">538</span> <span class="k">if</span> <span class="n">filter_layers</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
<span class="lineno">539</span> <span class="n">filter_layers</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">n_layers</span> <span class="o">+</span> <span class="mi">3</span><span class="p">))</span>
<span class="lineno">540</span>
<span class="lineno">541</span> <span class="bp">self</span><span class="o">.</span><span class="n">n_vocab</span> <span class="o">=</span> <span class="n">n_vocab</span>
<span class="lineno">542</span> <span class="bp">self</span><span class="o">.</span><span class="n">n_hidden</span> <span class="o">=</span> <span class="n">n_hidden</span>
<span class="lineno">543</span> <span class="bp">self</span><span class="o">.</span><span class="n">n_layers</span> <span class="o">=</span> <span class="n">n_layers</span>
<span class="lineno">544</span> <span class="bp">self</span><span class="o">.</span><span class="n">n_heads</span> <span class="o">=</span> <span class="n">n_heads</span>
<span class="lineno">545</span> <span class="bp">self</span><span class="o">.</span><span class="n">filter_layers</span> <span class="o">=</span> <span class="n">filter_layers</span>
<span class="lineno">546</span> <span class="bp">self</span><span class="o">.</span><span class="n">is_clone_layers</span> <span class="o">=</span> <span class="n">is_clone_layers</span>
<span class="lineno">547</span> <span class="bp">self</span><span class="o">.</span><span class="n">dtype</span> <span class="o">=</span> <span class="n">dtype</span>
<span class="lineno">548</span> <span class="bp">self</span><span class="o">.</span><span class="n">device</span> <span class="o">=</span> <span class="n">device</span>
<span class="lineno">549</span> <span class="bp">self</span><span class="o">.</span><span class="n">is_llm_int8</span> <span class="o">=</span> <span class="n">is_llm_int8</span>
<span class="lineno">550</span> <span class="bp">self</span><span class="o">.</span><span class="n">llm_int8_threshold</span> <span class="o">=</span> <span class="n">llm_int8_threshold</span>
<span class="lineno">551</span> <span class="bp">self</span><span class="o">.</span><span class="n">is_flash_attention</span> <span class="o">=</span> <span class="n">is_flash_attention</span>
<span class="lineno">552</span>
<span class="lineno">553</span> <span class="bp">self</span><span class="o">.</span><span class="n">pre_created_layers</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span>
<span class="lineno">554</span> <span class="n">transformer_layer</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
<span class="lineno">555</span> <span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-123'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-123'>#</a>
</div>
<h4>Prepares the layer for usage</h4>
<p>We move the layer to the device and convert it to the correct data type</p>
<ul><li><code class="highlight"><span></span><span class="n">layer</span></code>
is the layer to prepare </li>
<p><em>Returns</em> the prepared layer</p></ul>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">557</span> <span class="k">def</span> <span class="nf">_prepare_layer</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">layer</span><span class="p">:</span> <span class="n">NeoXModule</span><span class="p">):</span></pre></div>
</div>
</div>
<div class='section' id='section-124'>
<div class='docs'>
<div class='section-link'>
<a href='#section-124'>#</a>
</div>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">566</span> <span class="k">return</span> <span class="n">layer</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> <span class="bp">self</span><span class="o">.</span><span class="n">dtype</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-125'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-125'>#</a>
</div>
<p> <a id="post_load_prepare"></a></p>
<h3>Layer transformations after loading the checkpoint</h3>
<p>This function implements layer transformations after loading the checkpoint.</p>
<p>Currently, it only applies the int8 quantization.</p>
<ul><li><code class="highlight"><span></span><span class="n">layer</span></code>
is the layer to prepare </li>
<li><code class="highlight"><span></span><span class="n">is_llm_int8</span></code>
specifies whether to use int8 quantization </li>
<li><code class="highlight"><span></span><span class="n">device</span></code>
is the device of the model </li>
<li><code class="highlight"><span></span><span class="n">llm_int8_threshold</span></code>
is the threshold <span ><span class="katex"><span aria-hidden="true" class="katex-html"><span class="base"><span class="strut" style="height:0.43056em;vertical-align:0em;"></span><span class="mord coloredeq eqj" style=""><span class="mord mathnormal" style="margin-right:0.0037em">α</span></span></span></span></span></span> used to separate outlier features </li>
<p><em>Returns</em> the prepared layer</p></ul>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">568</span> <span class="nd">@torch</span><span class="o">.</span><span class="n">no_grad</span><span class="p">()</span>
<span class="lineno">569</span> <span class="k">def</span> <span class="nf">post_load_prepare</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">layer</span><span class="p">:</span> <span class="n">NeoXModule</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span>
<span class="lineno">570</span> <span class="n">is_llm_int8</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="lineno">571</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="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="lineno">572</span> <span class="n">llm_int8_threshold</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="lineno">573</span> <span class="p">):</span></pre></div>
</div>
</div>
<div class='section' id='section-126'>
<div class='docs'>
<div class='section-link'>
<a href='#section-126'>#</a>
</div>
<p>Get default values if not specified </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">591</span> <span class="k">if</span> <span class="n">is_llm_int8</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
<span class="lineno">592</span> <span class="n">is_llm_int8</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">is_llm_int8</span>
<span class="lineno">593</span> <span class="k">if</span> <span class="n">device</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
<span class="lineno">594</span> <span class="n">device</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">device</span>
<span class="lineno">595</span> <span class="k">if</span> <span class="n">llm_int8_threshold</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
<span class="lineno">596</span> <span class="n">llm_int8_threshold</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">llm_int8_threshold</span></pre></div>
</div>
</div>
<div class='section' id='section-127'>
<div class='docs'>
<div class='section-link'>
<a href='#section-127'>#</a>
</div>
<p>Skip if not using int8 quantization </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">599</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">is_llm_int8</span><span class="p">:</span>
<span class="lineno">600</span> <span class="k">return</span> <span class="n">layer</span></pre></div>
</div>
</div>
<div class='section' id='section-128'>
<div class='docs'>
<div class='section-link'>
<a href='#section-128'>#</a>
</div>
<p>Only convert the linear layers in the transformer layers </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">603</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">layer</span><span class="p">,</span> <span class="n">TransformerLayer</span><span class="p">):</span>
<span class="lineno">604</span> <span class="k">return</span> <span class="n">layer</span></pre></div>
</div>
</div>
<div class='section' id='section-129'>
<div class='docs'>
<div class='section-link'>
<a href='#section-129'>#</a>
</div>
<p>Use <code class="highlight"><span></span><span class="n">make_llm_int8_linear</span></code>
defined in <a href="./utils/llm_int8.html">utilities</a>. </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">607</span> <span class="kn">from</span> <span class="nn">labml_nn.neox.utils.llm_int8</span> <span class="kn">import</span> <span class="n">make_llm_int8_linear</span></pre></div>
</div>
</div>
<div class='section' id='section-130'>
<div class='docs'>
<div class='section-link'>
<a href='#section-130'>#</a>
</div>
<p>Convert the linear layers </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">610</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">&#39;Convert to int8&#39;</span><span class="p">):</span>
<span class="lineno">611</span> <span class="n">layer</span><span class="o">.</span><span class="n">attention</span><span class="o">.</span><span class="n">output</span> <span class="o">=</span> <span class="n">make_llm_int8_linear</span><span class="p">(</span><span class="n">layer</span><span class="o">.</span><span class="n">attention</span><span class="o">.</span><span class="n">output</span><span class="p">,</span>
<span class="lineno">612</span> <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">,</span>
<span class="lineno">613</span> <span class="n">threshold</span><span class="o">=</span><span class="n">llm_int8_threshold</span><span class="p">)</span>
<span class="lineno">614</span> <span class="n">layer</span><span class="o">.</span><span class="n">attention</span><span class="o">.</span><span class="n">qkv_lin</span> <span class="o">=</span> <span class="n">make_llm_int8_linear</span><span class="p">(</span><span class="n">layer</span><span class="o">.</span><span class="n">attention</span><span class="o">.</span><span class="n">qkv_lin</span><span class="p">,</span>
<span class="lineno">615</span> <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">,</span>
<span class="lineno">616</span> <span class="n">threshold</span><span class="o">=</span><span class="n">llm_int8_threshold</span><span class="p">)</span>
<span class="lineno">617</span> <span class="n">layer</span><span class="o">.</span><span class="n">ffn</span><span class="o">.</span><span class="n">dense_h_h4</span> <span class="o">=</span> <span class="n">make_llm_int8_linear</span><span class="p">(</span><span class="n">layer</span><span class="o">.</span><span class="n">ffn</span><span class="o">.</span><span class="n">dense_h_h4</span><span class="p">,</span>
<span class="lineno">618</span> <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">,</span>
<span class="lineno">619</span> <span class="n">threshold</span><span class="o">=</span><span class="n">llm_int8_threshold</span><span class="p">)</span>
<span class="lineno">620</span> <span class="n">layer</span><span class="o">.</span><span class="n">ffn</span><span class="o">.</span><span class="n">dense_h4_h</span> <span class="o">=</span> <span class="n">make_llm_int8_linear</span><span class="p">(</span><span class="n">layer</span><span class="o">.</span><span class="n">ffn</span><span class="o">.</span><span class="n">dense_h4_h</span><span class="p">,</span>
<span class="lineno">621</span> <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">,</span>
<span class="lineno">622</span> <span class="n">threshold</span><span class="o">=</span><span class="n">llm_int8_threshold</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-131'>
<div class='docs'>
<div class='section-link'>
<a href='#section-131'>#</a>
</div>
<p> </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">624</span> <span class="k">return</span> <span class="n">layer</span></pre></div>
</div>
</div>
<div class='section' id='section-132'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-132'>#</a>
</div>
<h4>Creates and caches a layer</h4>
<p>Copying cached layers is faster than initializing new layers because it takes time to initialize parameters.</p>
<ul><li><code class="highlight"><span></span><span class="n">name</span></code>
is the name of the layer </li>
<li><code class="highlight"><span></span><span class="n">creator</span></code>
is the function to create the layer </li>
<p><em>Returns</em> the created layer or a copy of the cached layer</p></ul>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">626</span> <span class="k">def</span> <span class="nf">_create_and_cache_layer</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">creator</span><span class="p">:</span> <span class="n">Callable</span><span class="p">[[],</span> <span class="n">NeoXModule</span><span class="p">]):</span></pre></div>
</div>
</div>
<div class='section' id='section-133'>
<div class='docs'>
<div class='section-link'>
<a href='#section-133'>#</a>
</div>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">638</span> <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">is_clone_layers</span><span class="p">:</span>
<span class="lineno">639</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_prepare_layer</span><span class="p">(</span><span class="n">creator</span><span class="p">())</span>
<span class="lineno">640</span>
<span class="lineno">641</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">pre_created_layers</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
<span class="lineno">642</span> <span class="bp">self</span><span class="o">.</span><span class="n">pre_created_layers</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_prepare_layer</span><span class="p">(</span><span class="n">creator</span><span class="p">())</span>
<span class="lineno">643</span>
<span class="lineno">644</span> <span class="n">layer</span> <span class="o">=</span> <span class="n">copy</span><span class="o">.</span><span class="n">deepcopy</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">pre_created_layers</span><span class="p">[</span><span class="n">name</span><span class="p">])</span>
<span class="lineno">645</span> <span class="k">return</span> <span class="n">layer</span></pre></div>
</div>
</div>
<div class='section' id='section-134'>
<div class='docs'>
<div class='section-link'>
<a href='#section-134'>#</a>
</div>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">647</span> <span class="k">def</span> <span class="nf">_create_transformer_layer</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="lineno">648</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_create_and_cache_layer</span><span class="p">(</span>
<span class="lineno">649</span> <span class="s1">&#39;transformer_layer&#39;</span><span class="p">,</span>
<span class="lineno">650</span> <span class="k">lambda</span><span class="p">:</span> <span class="n">TransformerLayer</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">n_hidden</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">n_heads</span><span class="p">,</span> <span class="n">is_flash_attention</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">is_flash_attention</span><span class="p">)</span>
<span class="lineno">651</span> <span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-135'>
<div class='docs'>
<div class='section-link'>
<a href='#section-135'>#</a>
</div>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">653</span> <span class="k">def</span> <span class="nf">_create_embedding_layer</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="lineno">654</span> <span class="k">return</span> <span class="n">Embedding</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">n_vocab</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">n_hidden</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-136'>
<div class='docs'>
<div class='section-link'>
<a href='#section-136'>#</a>
</div>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">656</span> <span class="k">def</span> <span class="nf">_create_final_norm_layer</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="lineno">657</span> <span class="k">return</span> <span class="n">FinalNorm</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">n_hidden</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-137'>
<div class='docs'>
<div class='section-link'>
<a href='#section-137'>#</a>
</div>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">659</span> <span class="k">def</span> <span class="nf">_create_readout_layer</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
<span class="lineno">660</span> <span class="k">return</span> <span class="n">ReadoutLayer</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">n_hidden</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">n_vocab</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-138'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-138'>#</a>
</div>
<h3>Generator to get layers</h3>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">662</span> <span class="nd">@torch</span><span class="o">.</span><span class="n">no_grad</span><span class="p">()</span>
<span class="lineno">663</span> <span class="k">def</span> <span class="nf">get_layers</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Generator</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="n">NeoXModule</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">]],</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">]:</span></pre></div>
</div>
</div>
<div class='section' id='section-139'>
<div class='docs'>
<div class='section-link'>
<a href='#section-139'>#</a>
</div>
<p>Embedding layer </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">668</span> <span class="k">if</span> <span class="mi">0</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">filter_layers</span><span class="p">:</span>
<span class="lineno">669</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">&#39;Embedding layer&#39;</span><span class="p">):</span>
<span class="lineno">670</span> <span class="n">layer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_prepare_layer</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_create_embedding_layer</span><span class="p">())</span>
<span class="lineno">671</span> <span class="k">yield</span> <span class="n">layer</span><span class="p">,</span> <span class="p">(</span><span class="s1">&#39;layer_00-model_00-model_states.pt&#39;</span><span class="p">,</span> <span class="s1">&#39;layer_00-model_01-model_states.pt&#39;</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-140'>
<div class='docs'>
<div class='section-link'>
<a href='#section-140'>#</a>
</div>
<p>Transformer layers </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">674</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">n_layers</span><span class="p">):</span></pre></div>
</div>
</div>
<div class='section' id='section-141'>
<div class='docs'>
<div class='section-link'>
<a href='#section-141'>#</a>
</div>
<p>Transformer layer </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">676</span> <span class="k">if</span> <span class="n">i</span> <span class="o">+</span> <span class="mi">1</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">filter_layers</span><span class="p">:</span>
<span class="lineno">677</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="sa">f</span><span class="s1">&#39;Transformer Layer </span><span class="si">{</span><span class="n">i</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">):</span>
<span class="lineno">678</span> <span class="k">yield</span> <span class="bp">self</span><span class="o">.</span><span class="n">_create_transformer_layer</span><span class="p">(),</span> \
<span class="lineno">679</span> <span class="p">(</span><span class="sa">f</span><span class="s1">&#39;layer_</span><span class="si">{</span><span class="n">i</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="si">:</span><span class="s1">02d</span><span class="si">}</span><span class="s1">-model_00-model_states.pt&#39;</span><span class="p">,</span>
<span class="lineno">680</span> <span class="sa">f</span><span class="s1">&#39;layer_</span><span class="si">{</span><span class="n">i</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="si">:</span><span class="s1">02d</span><span class="si">}</span><span class="s1">-model_01-model_states.pt&#39;</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-142'>
<div class='docs'>
<div class='section-link'>
<a href='#section-142'>#</a>
</div>
<p>Final normalization layer </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">683</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">n_layers</span> <span class="o">+</span> <span class="mi">1</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">filter_layers</span><span class="p">:</span>
<span class="lineno">684</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">&#39;Final norm layer&#39;</span><span class="p">):</span>
<span class="lineno">685</span> <span class="n">layer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_prepare_layer</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_create_final_norm_layer</span><span class="p">())</span>
<span class="lineno">686</span> <span class="k">yield</span> <span class="n">layer</span><span class="p">,</span> <span class="p">(</span><span class="s1">&#39;layer_47-model_00-model_states.pt&#39;</span><span class="p">,</span> <span class="s1">&#39;layer_47-model_01-model_states.pt&#39;</span><span class="p">)</span></pre></div>
</div>
</div>
<div class='section' id='section-143'>
<div class='docs'>
<div class='section-link'>
<a href='#section-143'>#</a>
</div>
<p>Readout layer </p>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">689</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">n_layers</span> <span class="o">+</span> <span class="mi">2</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">filter_layers</span><span class="p">:</span>
<span class="lineno">690</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">&#39;Readout layer&#39;</span><span class="p">):</span>
<span class="lineno">691</span> <span class="n">layer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_prepare_layer</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_create_readout_layer</span><span class="p">())</span>
<span class="lineno">692</span> <span class="k">yield</span> <span class="n">layer</span><span class="p">,</span> <span class="p">(</span><span class="s1">&#39;layer_48-model_00-model_states.pt&#39;</span><span class="p">,</span> <span class="s1">&#39;layer_48-model_01-model_states.pt&#39;</span><span class="p">)</span>
<span class="lineno">693</span>
<span class="lineno">694</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">pre_created_layers</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
<span class="lineno">695</span> <span class="bp">self</span><span class="o">.</span><span class="n">pre_created_layers</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span></pre></div>
</div>
</div>
<div class='section' id='section-144'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-144'>#</a>
</div>
<h3>Returns the total number of layers</h3>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">697</span> <span class="nd">@property</span>
<span class="lineno">698</span> <span class="k">def</span> <span class="nf">total_layers</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span></pre></div>
</div>
</div>
<div class='section' id='section-145'>
<div class='docs'>
<div class='section-link'>
<a href='#section-145'>#</a>
</div>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">702</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">n_layers</span> <span class="o">+</span> <span class="mi">3</span></pre></div>
</div>
</div>
<div class='section' id='section-146'>
<div class='docs doc-strings'>
<div class='section-link'>
<a href='#section-146'>#</a>
</div>
<h3>Generator to load layers</h3>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">704</span> <span class="nd">@torch</span><span class="o">.</span><span class="n">no_grad</span><span class="p">()</span>
<span class="lineno">705</span> <span class="k">def</span> <span class="nf">load</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Generator</span><span class="p">[</span><span class="n">NeoXModule</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">]:</span></pre></div>
</div>
</div>
<div class='section' id='section-147'>
<div class='docs'>
<div class='section-link'>
<a href='#section-147'>#</a>
</div>
</div>
<div class='code'>
<div class="highlight"><pre><span class="lineno">709</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="s2">&quot;Layers&quot;</span><span class="p">):</span>
<span class="lineno">710</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="p">(</span><span class="n">layer</span><span class="p">,</span> <span class="n">files</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">get_layers</span><span class="p">()):</span>
<span class="lineno">711</span> <span class="k">if</span> <span class="n">files</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
<span class="lineno">712</span> <span class="n">layer</span><span class="o">.</span><span class="n">load_state</span><span class="p">(</span><span class="o">*</span><span class="n">checkpoint</span><span class="o">.</span><span class="n">load_checkpoint_files</span><span class="p">(</span><span class="n">files</span><span class="p">))</span>
<span class="lineno">713</span>
<span class="lineno">714</span> <span class="n">layer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">post_load_prepare</span><span class="p">(</span><span class="n">layer</span><span class="p">)</span>
<span class="lineno">715</span>
<span class="lineno">716</span> <span class="n">monit</span><span class="o">.</span><span class="n">progress</span><span class="p">(</span><span class="nb">min</span><span class="p">(</span><span class="mf">0.99</span><span class="p">,</span> <span class="p">(</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">total_layers</span><span class="p">))</span>
<span class="lineno">717</span> <span class="k">yield</span> <span class="n">layer</span></pre></div>
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