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<section id="mulgrad">
<h1>Mulgrad<a class="headerlink" href="#mulgrad" title="此标题的永久链接"></a></h1>
<p>计算逐元素乘法 (Mul) 操作的梯度。该算子是 Mul 算子的反向传播backward pass部分。梯度的计算遵循链式法则。</p>
<div class="math notranslate nohighlight">
\[ \begin{align}\begin{aligned}\text{dx0}_i = \text{dy}_i \times \text{Input1}_i\\\text{dx1}_i = \text{dy}_i \times \text{Input0}_i\end{aligned}\end{align} \]</div>
<p>其中 dx0 和 dx1 分别是损失函数对前向输入 Input0 和 Input1 的梯度。</p>
<p>Gradmul1L版本专门用于 <cite>x1</cite> 张量维度大于或等于 <cite>x2</cite> 张量的广播场景。Gradmul2l版本专门用于 <cite>x2</cite> 张量维度大于或等于 <cite>x1</cite> 张量的广播场景。</p>
<dl class="simple">
<dt>输入:</dt><dd><ul class="simple">
<li><p><strong>dy</strong> - 来自后一层的上游梯度张量。</p></li>
<li><p><strong>x1</strong> - 前向传播时的第一个输入张量(被除数)。</p></li>
<li><p><strong>x2</strong> - 前向传播时的第二个输入张量(除数)。</p></li>
<li><dl class="simple">
<dt><strong>params</strong> - 参数打包成结构体Parameter</dt><dd><ul>
<li><p><strong>tile_data0</strong> - 临时工作空间地址。</p></li>
<li><p><strong>tile_data1</strong> - 临时工作空间地址。</p></li>
<li><p><strong>large_shape</strong> - <cite>x1</cite><cite>x2</cite> 中维度较大的张量的形状。</p></li>
<li><p><strong>small_shape</strong> - <cite>x1</cite><cite>x2</cite> 中维度较小的张量的形状。</p></li>
<li><p><strong>out_shape</strong> - 输出张量 <cite>dx1</cite><cite>dx2</cite> 的形状。</p></li>
<li><p><strong>ndims</strong> - 张量的维度数。</p></li>
<li><p><strong>dy_size</strong> - dy元素个数需要初始化。</p></li>
<li><p><strong>x1_size</strong> - x1元素个数需要初始化。</p></li>
<li><p><strong>x2_size</strong> - x2元素个数需要初始化。</p></li>
<li><p><strong>large_strides</strong> - 维度较大张量的步长信息。</p></li>
<li><p><strong>small_strides</strong> - 维度较小张量的步长信息。</p></li>
<li><p><strong>out_strides</strong> - 输出张量的步长信息。</p></li>
<li><p><strong>large_multiples</strong> - 维度较大张量的广播倍数。</p></li>
<li><p><strong>small_multiples</strong> - 维度较小张量的广播倍数。</p></li>
<li><p><strong>indices</strong> - 用于广播计算的临时索引空间地址。</p></li>
<li><p><strong>x1_shape</strong> - x1的维度信息地址。</p></li>
<li><p><strong>x2_shape</strong> - x2的维度信息地址。</p></li>
</ul>
</dd>
</dl>
</li>
<li><p><strong>core_mask</strong> - 核掩码。</p></li>
</ul>
</dd>
<dt>输出:</dt><dd><ul class="simple">
<li><p><strong>dx1</strong> - 写入计算出的对 <cite>x1</cite> 的梯度。</p></li>
<li><p><strong>dx2</strong> - 写入计算出的对 <cite>x2</cite> 的梯度。</p></li>
</ul>
</dd>
<dt>支持平台:</dt><dd><p><code class="docutils literal notranslate"><span class="pre">FT78NE</span></code>
<code class="docutils literal notranslate"><span class="pre">MT7004</span></code></p>
</dd>
</dl>
<div class="admonition note">
<p class="admonition-title">备注</p>
<ul class="simple">
<li><p>FT78NE 支持fp32</p></li>
<li><p>MT7004 支持fp16, fp32</p></li>
</ul>
</div>
<p><strong>共享存储版本:</strong></p>
<dl class="c function">
<dt class="sig sig-object c" id="c.fp_mul_grad_s">
<span class="kt"><span class="pre">void</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">fp_mul_grad_s</span></span></span><span class="sig-paren">(</span><span class="kt"><span class="pre">float</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">dy</span></span>, <span class="kt"><span class="pre">float</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">dx1</span></span>, <span class="kt"><span class="pre">float</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">dx2</span></span>, <span class="kt"><span class="pre">float</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">x1</span></span>, <span class="kt"><span class="pre">float</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">x2</span></span>, <span class="n"><span class="pre">Parameter</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">params</span></span>, <span class="kt"><span class="pre">int</span></span><span class="w"> </span><span class="n"><span class="pre">core_mask</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.fp_mul_grad_s" title="永久链接至目标"></a><br /></dt>
<dd></dd></dl>
<dl class="c function">
<dt class="sig sig-object c" id="c.hp_mul_grad_s">
<span class="kt"><span class="pre">void</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">hp_mul_grad_s</span></span></span><span class="sig-paren">(</span><span class="n"><span class="pre">half</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">dy</span></span>, <span class="n"><span class="pre">half</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">dx1</span></span>, <span class="n"><span class="pre">half</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">dx2</span></span>, <span class="n"><span class="pre">half</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">x1</span></span>, <span class="n"><span class="pre">half</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">x2</span></span>, <span class="n"><span class="pre">Parameter</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">params</span></span>, <span class="kt"><span class="pre">int</span></span><span class="w"> </span><span class="n"><span class="pre">core_mask</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.hp_mul_grad_s" title="永久链接至目标"></a><br /></dt>
<dd></dd></dl>
<p><strong>C调用示例</strong></p>
<div class="highlight-c notranslate"><div class="highlight"><pre><span></span><span class="linenos"> 1</span><span class="c1">//FT78NE示例</span>
<span class="linenos"> 2</span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;stdio.h&gt;</span>
<span class="linenos"> 3</span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;divgrad.h&gt;</span>
<span class="linenos"> 4</span><span class="kt">int</span><span class="w"> </span><span class="nf">main</span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">argc</span><span class="p">,</span><span class="w"> </span><span class="kt">char</span><span class="o">*</span><span class="w"> </span><span class="n">argv</span><span class="p">[])</span><span class="w"> </span><span class="p">{</span>
<span class="linenos"> 5</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="n">dy</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x81000000</span><span class="p">;</span><span class="c1">//输入,初始化</span>
<span class="linenos"> 6</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="n">dx1</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x82000000</span><span class="p">;</span><span class="c1">//输出,需要初始化</span>
<span class="linenos"> 7</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="n">dx2</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x83000000</span><span class="p">;</span><span class="c1">//输出,需要初始化</span>
<span class="linenos"> 8</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="n">x1_data</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x84000000</span><span class="p">;</span><span class="c1">//输入,需要初始化</span>
<span class="linenos"> 9</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="n">x2_data</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x85000000</span><span class="p">;</span><span class="c1">//输入,需要初始化</span>
<span class="linenos">10</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="n">tile_data0</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x86000000</span><span class="p">;</span><span class="c1">//中间结果,不需要初始化</span>
<span class="linenos">11</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="n">tile_data1</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x87000000</span><span class="p">;</span><span class="c1">//中间结果,不需要初始化</span>
<span class="linenos">12</span>
<span class="linenos">13</span><span class="w"> </span><span class="kt">long</span><span class="w"> </span><span class="kt">long</span><span class="w"> </span><span class="n">ndims</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">4</span><span class="p">;</span>
<span class="linenos">14</span><span class="w"> </span><span class="kt">long</span><span class="w"> </span><span class="kt">long</span><span class="w"> </span><span class="n">dy_size</span><span class="p">;</span>
<span class="linenos">15</span><span class="w"> </span><span class="kt">long</span><span class="w"> </span><span class="kt">long</span><span class="w"> </span><span class="n">x1_size</span><span class="p">;</span>
<span class="linenos">16</span><span class="w"> </span><span class="kt">long</span><span class="w"> </span><span class="kt">long</span><span class="w"> </span><span class="n">x2_size</span><span class="p">;</span>
<span class="linenos">17</span>
<span class="linenos">18</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="n">large_strides</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x91000000</span><span class="p">;</span><span class="c1">//不需要初始化</span>
<span class="linenos">19</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="n">small_strides</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x91001000</span><span class="p">;</span><span class="w"> </span><span class="c1">//不需要初始化</span>
<span class="linenos">20</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="n">out_strides</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x91002000</span><span class="p">;</span><span class="w"> </span><span class="c1">//不需要初始化</span>
<span class="linenos">21</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="n">large_multiples</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x91003000</span><span class="p">;</span><span class="w"> </span><span class="c1">//不需要初始化</span>
<span class="linenos">22</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="n">small_multiples</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x91004000</span><span class="p">;</span><span class="w"> </span><span class="c1">//不需要初始化</span>
<span class="linenos">23</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="n">indices</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x91005000</span><span class="p">;</span>
<span class="linenos">24</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="n">check_dx1</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x91006000</span><span class="p">;</span>
<span class="linenos">25</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="n">check_dx2</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x1007000</span><span class="p">;</span>
<span class="linenos">26</span>
<span class="linenos">27</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
<span class="linenos">28</span><span class="w"> </span><span class="n">srand</span><span class="p">(</span><span class="n">seed</span><span class="o">++</span><span class="p">);</span>
<span class="linenos">29</span>
<span class="linenos">30</span><span class="w"> </span><span class="c1">//初始化</span>
<span class="linenos">31</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">x1_shape</span><span class="p">[</span><span class="mi">4</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">{</span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">};</span>
<span class="linenos">32</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">x2_shape</span><span class="p">[</span><span class="mi">4</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">{</span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">};</span>
<span class="linenos">33</span>
<span class="linenos">34</span><span class="w"> </span><span class="kt">int</span><span class="o">*</span><span class="w"> </span><span class="n">large_shape</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="n">x2_shape</span><span class="p">;</span>
<span class="linenos">35</span><span class="w"> </span><span class="kt">int</span><span class="o">*</span><span class="w"> </span><span class="n">small_shape</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="n">x1_shape</span><span class="p">;</span>
<span class="linenos">36</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="n">out_shape</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="n">x2_shape</span><span class="p">;</span>
<span class="linenos">37</span>
<span class="hll"><span class="linenos">38</span><span class="w"> </span><span class="n">dy_size</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">out_shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">out_shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">out_shape</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">out_shape</span><span class="p">[</span><span class="mi">3</span><span class="p">];</span>
</span><span class="linenos">39</span><span class="w"> </span><span class="n">x1_size</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">x1_shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">x1_shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">x1_shape</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">x1_shape</span><span class="p">[</span><span class="mi">3</span><span class="p">];</span>
<span class="linenos">40</span><span class="w"> </span><span class="n">x2_size</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">x2_shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">x2_shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">x2_shape</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">x2_shape</span><span class="p">[</span><span class="mi">3</span><span class="p">];</span>
<span class="linenos">41</span>
<span class="linenos">42</span><span class="w"> </span><span class="k">for</span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">dy_size</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<span class="linenos">43</span><span class="w"> </span><span class="n">dy</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">float</span><span class="p">)(</span><span class="n">rand</span><span class="p">()</span><span class="o">%</span><span class="mi">20</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">;</span>
<span class="linenos">44</span><span class="w"> </span><span class="p">}</span>
<span class="linenos">45</span>
<span class="linenos">46</span><span class="w"> </span><span class="k">for</span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">x1_size</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<span class="linenos">47</span><span class="w"> </span><span class="n">x1_data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">float</span><span class="p">)(</span><span class="n">rand</span><span class="p">()</span><span class="o">%</span><span class="mi">20</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">;</span>
<span class="linenos">48</span><span class="w"> </span><span class="p">}</span>
<span class="linenos">49</span>
<span class="linenos">50</span><span class="w"> </span><span class="k">for</span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">x2_size</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<span class="linenos">51</span><span class="w"> </span><span class="n">x2_data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">float</span><span class="p">)(</span><span class="n">rand</span><span class="p">()</span><span class="o">%</span><span class="mi">20</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">;</span>
<span class="linenos">52</span><span class="w"> </span><span class="p">}</span>
<span class="linenos">53</span>
<span class="linenos">54</span><span class="w"> </span><span class="n">memset</span><span class="p">(</span><span class="n">indices</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="n">ndims</span><span class="o">*</span><span class="k">sizeof</span><span class="p">(</span><span class="kt">int</span><span class="p">));</span>
<span class="linenos">55</span>
<span class="linenos">56</span><span class="w"> </span><span class="n">Parameter</span><span class="w"> </span><span class="n">params</span><span class="p">;</span>
<span class="linenos">57</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">tile_data0</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">tile_data0</span><span class="p">;</span>
<span class="linenos">58</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">tile_data1</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">tile_data1</span><span class="p">;</span>
<span class="linenos">59</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">large_shape</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">large_shape</span><span class="p">;</span>
<span class="linenos">60</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">small_shape</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">small_shape</span><span class="p">;</span>
<span class="linenos">61</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">out_shape</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">out_shape</span><span class="p">;</span>
<span class="linenos">62</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">ndims</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">ndims</span><span class="p">;</span>
<span class="linenos">63</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">dy_size</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dy_size</span><span class="p">;</span>
<span class="linenos">64</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">x1_size</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">x1_size</span><span class="p">;</span>
<span class="linenos">65</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">x2_size</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">x2_size</span><span class="p">;</span>
<span class="linenos">66</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">large_strides</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">large_strides</span><span class="p">;</span>
<span class="linenos">67</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">small_strides</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">small_strides</span><span class="p">;</span>
<span class="linenos">68</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">out_strides</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">out_strides</span><span class="p">;</span>
<span class="linenos">69</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">large_multiples</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">large_multiples</span><span class="p">;</span>
<span class="linenos">70</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">small_multiples</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">small_multiples</span><span class="p">;</span>
<span class="linenos">71</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">indices</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">indices</span><span class="p">;</span>
<span class="linenos">72</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">x1_shape</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">x1_shape</span><span class="p">;</span>
<span class="linenos">73</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">x2_shape</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">x2_shape</span><span class="p">;</span>
<span class="linenos">74</span>
<span class="linenos">75</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">core_mask</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mb">0b1111</span><span class="p">;</span>
<span class="linenos">76</span><span class="w"> </span><span class="cm">/*性能统计*/</span>
<span class="linenos">77</span><span class="w"> </span><span class="n">fp_mul_grad_s</span><span class="p">(</span><span class="n">dy</span><span class="p">,</span><span class="w"> </span><span class="n">dx1</span><span class="p">,</span><span class="w"> </span><span class="n">dx2</span><span class="p">,</span><span class="w"> </span><span class="n">x1_data</span><span class="p">,</span><span class="w"> </span><span class="n">x2_data</span><span class="p">,</span><span class="w"> </span><span class="o">&amp;</span><span class="n">params</span><span class="p">,</span><span class="w"> </span><span class="n">core_mask</span><span class="p">);</span>
<span class="linenos">78</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
<span class="linenos">79</span><span class="p">}</span>
</pre></div>
</div>
<p><strong>私有存储版本:</strong></p>
<dl class="c function">
<dt class="sig sig-object c" id="c.fp_mul_grad_p">
<span class="kt"><span class="pre">void</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">fp_mul_grad_p</span></span></span><span class="sig-paren">(</span><span class="kt"><span class="pre">float</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">dy</span></span>, <span class="kt"><span class="pre">float</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">dx1</span></span>, <span class="kt"><span class="pre">float</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">dx2</span></span>, <span class="kt"><span class="pre">float</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">x1</span></span>, <span class="kt"><span class="pre">float</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">x2</span></span>, <span class="n"><span class="pre">Parameter</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">params</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.fp_mul_grad_p" title="永久链接至目标"></a><br /></dt>
<dd></dd></dl>
<dl class="c function">
<dt class="sig sig-object c" id="c.hp_mul_grad_p">
<span class="kt"><span class="pre">void</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">hp_mul_grad_p</span></span></span><span class="sig-paren">(</span><span class="n"><span class="pre">half</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">dy</span></span>, <span class="n"><span class="pre">half</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">dx1</span></span>, <span class="n"><span class="pre">half</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">dx2</span></span>, <span class="n"><span class="pre">half</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">x1</span></span>, <span class="n"><span class="pre">half</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">x2</span></span>, <span class="n"><span class="pre">Parameter</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">params</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.hp_mul_grad_p" title="永久链接至目标"></a><br /></dt>
<dd></dd></dl>
<p><strong>C调用示例</strong></p>
<div class="highlight-c notranslate"><div class="highlight"><pre><span></span><span class="linenos"> 1</span><span class="c1">//FT78NE示例</span>
<span class="linenos"> 2</span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;stdio.h&gt;</span>
<span class="linenos"> 3</span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;mulgrad.h&gt;</span>
<span class="linenos"> 4</span><span class="kt">int</span><span class="w"> </span><span class="nf">main</span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">argc</span><span class="p">,</span><span class="w"> </span><span class="kt">char</span><span class="o">*</span><span class="w"> </span><span class="n">argv</span><span class="p">[])</span><span class="w"> </span><span class="p">{</span>
<span class="linenos"> 5</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="n">dy</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x10010000</span><span class="p">;</span><span class="c1">//输入,初始化</span>
<span class="linenos"> 6</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="n">dx1</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x10016000</span><span class="p">;</span><span class="c1">//输出,需要初始化</span>
<span class="linenos"> 7</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="n">dx2</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x10020000</span><span class="p">;</span><span class="c1">//输出,需要初始化</span>
<span class="linenos"> 8</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="n">x1_data</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x10026000</span><span class="p">;</span><span class="c1">//输入,需要初始化</span>
<span class="linenos"> 9</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="n">x2_data</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x10030000</span><span class="p">;</span><span class="c1">//输入,需要初始化</span>
<span class="linenos">10</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="n">tile_data0</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x10036000</span><span class="p">;</span><span class="c1">//中间结果,不需要初始化</span>
<span class="linenos">11</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="n">tile_data1</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x10040000</span><span class="p">;</span><span class="c1">//中间结果,不需要初始化</span>
<span class="linenos">12</span>
<span class="linenos">13</span><span class="w"> </span><span class="kt">long</span><span class="w"> </span><span class="kt">long</span><span class="w"> </span><span class="n">ndims</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">4</span><span class="p">;</span>
<span class="linenos">14</span><span class="w"> </span><span class="kt">long</span><span class="w"> </span><span class="kt">long</span><span class="w"> </span><span class="n">dy_size</span><span class="p">;</span>
<span class="linenos">15</span><span class="w"> </span><span class="kt">long</span><span class="w"> </span><span class="kt">long</span><span class="w"> </span><span class="n">x1_size</span><span class="p">;</span>
<span class="linenos">16</span><span class="w"> </span><span class="kt">long</span><span class="w"> </span><span class="kt">long</span><span class="w"> </span><span class="n">x2_size</span><span class="p">;</span>
<span class="linenos">17</span>
<span class="linenos">18</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="n">large_strides</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x10050000</span><span class="p">;</span><span class="c1">//不需要初始化</span>
<span class="linenos">19</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="n">small_strides</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x10051000</span><span class="p">;</span><span class="w"> </span><span class="c1">//不需要初始化</span>
<span class="linenos">20</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="n">out_strides</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x10052000</span><span class="p">;</span><span class="w"> </span><span class="c1">//不需要初始化</span>
<span class="linenos">21</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="n">large_multiples</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x10053000</span><span class="p">;</span><span class="w"> </span><span class="c1">//不需要初始化</span>
<span class="linenos">22</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="n">small_multiples</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x10054000</span><span class="p">;</span><span class="w"> </span><span class="c1">//不需要初始化</span>
<span class="linenos">23</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="n">indices</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x10055000</span><span class="p">;</span>
<span class="linenos">24</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="n">check_dx1</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x10060000</span><span class="p">;</span>
<span class="linenos">25</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="n">check_dx2</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">float</span><span class="w"> </span><span class="o">*</span><span class="p">)</span><span class="mh">0x10070000</span><span class="p">;</span>
<span class="linenos">26</span>
<span class="linenos">27</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
<span class="linenos">28</span><span class="w"> </span><span class="n">srand</span><span class="p">(</span><span class="n">seed</span><span class="o">++</span><span class="p">);</span>
<span class="linenos">29</span>
<span class="linenos">30</span><span class="w"> </span><span class="cm">/*</span>
<span class="linenos">31</span><span class="cm"> 1024时 large_shape = {4, 8, 4, 8}, small_shape = {4, 8, 4, 8}</span>
<span class="linenos">32</span><span class="cm"> 4096时 large_shape = {8, 8, 8, 8}, small_shape = {8, 8, 8, 8}</span>
<span class="linenos">33</span><span class="cm"> */</span>
<span class="linenos">34</span><span class="w"> </span><span class="c1">//初始化</span>
<span class="linenos">35</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">x1_shape</span><span class="p">[</span><span class="mi">4</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">{</span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">};</span>
<span class="hll"><span class="linenos">36</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">x2_shape</span><span class="p">[</span><span class="mi">4</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">{</span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">,</span><span class="w"> </span><span class="mi">8</span><span class="p">};</span>
</span><span class="linenos">37</span>
<span class="linenos">38</span><span class="w"> </span><span class="kt">int</span><span class="o">*</span><span class="w"> </span><span class="n">large_shape</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="n">x2_shape</span><span class="p">;</span>
<span class="linenos">39</span><span class="w"> </span><span class="kt">int</span><span class="o">*</span><span class="w"> </span><span class="n">small_shape</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="n">x1_shape</span><span class="p">;</span>
<span class="linenos">40</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="n">out_shape</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">int</span><span class="o">*</span><span class="p">)</span><span class="w"> </span><span class="n">x2_shape</span><span class="p">;</span>
<span class="linenos">41</span>
<span class="linenos">42</span><span class="w"> </span><span class="n">dy_size</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">out_shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">out_shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">out_shape</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">out_shape</span><span class="p">[</span><span class="mi">3</span><span class="p">];</span>
<span class="linenos">43</span><span class="w"> </span><span class="n">x1_size</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">x1_shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">x1_shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">x1_shape</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">x1_shape</span><span class="p">[</span><span class="mi">3</span><span class="p">];</span>
<span class="linenos">44</span><span class="w"> </span><span class="n">x2_size</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">x2_shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">x2_shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">x2_shape</span><span class="p">[</span><span class="mi">2</span><span class="p">]</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">x2_shape</span><span class="p">[</span><span class="mi">3</span><span class="p">];</span>
<span class="linenos">45</span>
<span class="linenos">46</span><span class="w"> </span><span class="k">for</span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">dy_size</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<span class="linenos">47</span><span class="w"> </span><span class="n">dy</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">float</span><span class="p">)(</span><span class="n">rand</span><span class="p">()</span><span class="o">%</span><span class="mi">20</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">;</span>
<span class="linenos">48</span><span class="w"> </span><span class="p">}</span>
<span class="linenos">49</span>
<span class="linenos">50</span><span class="w"> </span><span class="k">for</span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">x1_size</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<span class="linenos">51</span><span class="w"> </span><span class="n">x1_data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">float</span><span class="p">)(</span><span class="n">rand</span><span class="p">()</span><span class="o">%</span><span class="mi">20</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">;</span>
<span class="linenos">52</span><span class="w"> </span><span class="p">}</span>
<span class="linenos">53</span>
<span class="linenos">54</span><span class="w"> </span><span class="k">for</span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">x2_size</span><span class="p">;</span><span class="w"> </span><span class="o">++</span><span class="n">i</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
<span class="linenos">55</span><span class="w"> </span><span class="n">x2_data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="kt">float</span><span class="p">)(</span><span class="n">rand</span><span class="p">()</span><span class="o">%</span><span class="mi">20</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span><span class="p">;</span>
<span class="linenos">56</span><span class="w"> </span><span class="p">}</span>
<span class="linenos">57</span>
<span class="linenos">58</span><span class="w"> </span><span class="n">memset</span><span class="p">(</span><span class="n">indices</span><span class="p">,</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="n">ndims</span><span class="o">*</span><span class="k">sizeof</span><span class="p">(</span><span class="kt">int</span><span class="p">));</span>
<span class="linenos">59</span>
<span class="linenos">60</span><span class="w"> </span><span class="n">Parameter</span><span class="w"> </span><span class="n">params</span><span class="p">;</span>
<span class="linenos">61</span>
<span class="linenos">62</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">tile_data0</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">tile_data0</span><span class="p">;</span>
<span class="linenos">63</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">tile_data1</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">tile_data1</span><span class="p">;</span>
<span class="linenos">64</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">large_shape</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">large_shape</span><span class="p">;</span>
<span class="linenos">65</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">small_shape</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">small_shape</span><span class="p">;</span>
<span class="linenos">66</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">out_shape</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">out_shape</span><span class="p">;</span>
<span class="linenos">67</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">ndims</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">ndims</span><span class="p">;</span>
<span class="linenos">68</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">dy_size</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">dy_size</span><span class="p">;</span>
<span class="linenos">69</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">x1_size</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">x1_size</span><span class="p">;</span>
<span class="linenos">70</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">x2_size</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">x2_size</span><span class="p">;</span>
<span class="linenos">71</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">large_strides</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">large_strides</span><span class="p">;</span>
<span class="linenos">72</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">small_strides</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">small_strides</span><span class="p">;</span>
<span class="linenos">73</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">out_strides</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">out_strides</span><span class="p">;</span>
<span class="linenos">74</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">large_multiples</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">large_multiples</span><span class="p">;</span>
<span class="linenos">75</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">small_multiples</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">small_multiples</span><span class="p">;</span>
<span class="linenos">76</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">indices</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">indices</span><span class="p">;</span>
<span class="linenos">77</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">x1_shape</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">x1_shape</span><span class="p">;</span>
<span class="linenos">78</span><span class="w"> </span><span class="n">params</span><span class="p">.</span><span class="n">x2_shape</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">x2_shape</span><span class="p">;</span>
<span class="linenos">79</span>
<span class="linenos">80</span><span class="w"> </span><span class="n">fp_mul_grad_p</span><span class="p">(</span><span class="n">dy</span><span class="p">,</span><span class="w"> </span><span class="n">dx1</span><span class="p">,</span><span class="w"> </span><span class="n">dx2</span><span class="p">,</span><span class="w"> </span><span class="n">x1_data</span><span class="p">,</span><span class="w"> </span><span class="n">x2_data</span><span class="p">,</span><span class="w"> </span><span class="o">&amp;</span><span class="n">params</span><span class="p">);</span>
<span class="linenos">81</span><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
<span class="linenos">82</span><span class="p">}</span>
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