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<a href="transforms__impl_8h.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a id="l00001" name="l00001"></a><span class="lineno"> 1</span><span class="comment">// Copyright © 2023-2024 Apple Inc.</span></div>
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<div class="line"><a id="l00002" name="l00002"></a><span class="lineno"> 2</span> </div>
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<div class="line"><a id="l00003" name="l00003"></a><span class="lineno"> 3</span><span class="preprocessor">#pragma once</span></div>
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<div class="line"><a id="l00004" name="l00004"></a><span class="lineno"> 4</span> </div>
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<div class="line"><a id="l00005" name="l00005"></a><span class="lineno"> 5</span><span class="keyword">namespace </span><a class="code hl_namespace" href="namespacemlx_1_1core_1_1detail.html">mlx::core::detail</a> {</div>
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<div class="line"><a id="l00006" name="l00006"></a><span class="lineno"> 6</span> </div>
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<div class="line"><a id="l00007" name="l00007"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core_1_1detail.html#a5ba794afe1a557e0505887cfb481c515"> 7</a></span>std::pair<std::vector<array>, std::vector<array>> <a class="code hl_function" href="namespacemlx_1_1core_1_1detail.html#a5ba794afe1a557e0505887cfb481c515">vmap_trace</a>(</div>
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<div class="line"><a id="l00008" name="l00008"></a><span class="lineno"> 8</span> <span class="keyword">const</span> std::function<std::vector<array>(<span class="keyword">const</span> std::vector<array>&)>& fun,</div>
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<div class="line"><a id="l00009" name="l00009"></a><span class="lineno"> 9</span> <span class="keyword">const</span> std::vector<array>& inputs,</div>
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<div class="line"><a id="l00010" name="l00010"></a><span class="lineno"> 10</span> <span class="keyword">const</span> std::vector<int>& in_axes);</div>
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<div class="line"><a id="l00011" name="l00011"></a><span class="lineno"> 11</span> </div>
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<div class="line"><a id="l00012" name="l00012"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core_1_1detail.html#a31a5582530faea230eb8acafc0f7e154"> 12</a></span>std::vector<array> <a class="code hl_function" href="namespacemlx_1_1core_1_1detail.html#a31a5582530faea230eb8acafc0f7e154">vmap_replace</a>(</div>
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<div class="line"><a id="l00013" name="l00013"></a><span class="lineno"> 13</span> <span class="keyword">const</span> std::vector<array>& inputs,</div>
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<div class="line"><a id="l00014" name="l00014"></a><span class="lineno"> 14</span> <span class="keyword">const</span> std::vector<array>& s_inputs,</div>
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<div class="line"><a id="l00015" name="l00015"></a><span class="lineno"> 15</span> <span class="keyword">const</span> std::vector<array>& s_outputs,</div>
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<div class="line"><a id="l00016" name="l00016"></a><span class="lineno"> 16</span> <span class="keyword">const</span> std::vector<int>& in_axes,</div>
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<div class="line"><a id="l00017" name="l00017"></a><span class="lineno"> 17</span> <span class="keyword">const</span> std::vector<int>& out_axes);</div>
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<div class="line"><a id="l00018" name="l00018"></a><span class="lineno"> 18</span> </div>
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<div class="line"><a id="l00019" name="l00019"></a><span class="lineno"> 19</span><span class="comment">// Create an InTracing object during tracing operations to signify to the rest</span></div>
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<div class="line"><a id="l00020" name="l00020"></a><span class="lineno"> 20</span><span class="comment">// of the codebase that we are during tracing so evals should not throw away</span></div>
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<div class="line"><a id="l00021" name="l00021"></a><span class="lineno"> 21</span><span class="comment">// the graph.</span></div>
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<div class="foldopen" id="foldopen00022" data-start="{" data-end="};">
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<div class="line"><a id="l00022" name="l00022"></a><span class="lineno"><a class="line" href="structmlx_1_1core_1_1detail_1_1_in_tracing.html"> 22</a></span><span class="keyword">struct </span><a class="code hl_function" href="structmlx_1_1core_1_1detail_1_1_in_tracing.html#a6beb74f83bde21734ab46b8d999b3b0b">InTracing</a> {</div>
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<div class="foldopen" id="foldopen00023" data-start="{" data-end="}">
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<div class="line"><a id="l00023" name="l00023"></a><span class="lineno"><a class="line" href="structmlx_1_1core_1_1detail_1_1_in_tracing.html#a6beb74f83bde21734ab46b8d999b3b0b"> 23</a></span> <span class="keyword">explicit</span> <a class="code hl_function" href="structmlx_1_1core_1_1detail_1_1_in_tracing.html#a6beb74f83bde21734ab46b8d999b3b0b">InTracing</a>(<span class="keywordtype">bool</span> dynamic = <span class="keyword">false</span>) {</div>
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<div class="line"><a id="l00024" name="l00024"></a><span class="lineno"> 24</span> trace_stack.push_back(dynamic);</div>
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<div class="line"><a id="l00025" name="l00025"></a><span class="lineno"> 25</span> }</div>
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</div>
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<div class="foldopen" id="foldopen00026" data-start="{" data-end="}">
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<div class="line"><a id="l00026" name="l00026"></a><span class="lineno"><a class="line" href="structmlx_1_1core_1_1detail_1_1_in_tracing.html#a83d57d7fa63bcb0ff72080191d0f177a"> 26</a></span> <a class="code hl_function" href="structmlx_1_1core_1_1detail_1_1_in_tracing.html#a83d57d7fa63bcb0ff72080191d0f177a">~InTracing</a>() {</div>
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<div class="line"><a id="l00027" name="l00027"></a><span class="lineno"> 27</span> trace_stack.pop_back();</div>
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<div class="line"><a id="l00028" name="l00028"></a><span class="lineno"> 28</span> }</div>
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</div>
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<div class="line"><a id="l00029" name="l00029"></a><span class="lineno"> 29</span> </div>
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<div class="foldopen" id="foldopen00030" data-start="{" data-end="}">
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<div class="line"><a id="l00030" name="l00030"></a><span class="lineno"><a class="line" href="structmlx_1_1core_1_1detail_1_1_in_tracing.html#ac52b8e2c3f808d3076c4e1ebaf9dc63d"> 30</a></span> <span class="keyword">static</span> <span class="keywordtype">bool</span> <a class="code hl_function" href="structmlx_1_1core_1_1detail_1_1_in_tracing.html#ac52b8e2c3f808d3076c4e1ebaf9dc63d">in_tracing</a>() {</div>
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<div class="line"><a id="l00031" name="l00031"></a><span class="lineno"> 31</span> <span class="keywordflow">return</span> !trace_stack.empty();</div>
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<div class="line"><a id="l00032" name="l00032"></a><span class="lineno"> 32</span> }</div>
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</div>
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<div class="foldopen" id="foldopen00033" data-start="{" data-end="}">
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<div class="line"><a id="l00033" name="l00033"></a><span class="lineno"><a class="line" href="structmlx_1_1core_1_1detail_1_1_in_tracing.html#af7780f0017267567ad6e5c9271e8933e"> 33</a></span> <span class="keyword">static</span> <span class="keywordtype">bool</span> <a class="code hl_function" href="structmlx_1_1core_1_1detail_1_1_in_tracing.html#af7780f0017267567ad6e5c9271e8933e">in_dynamic_tracing</a>() {</div>
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<div class="line"><a id="l00034" name="l00034"></a><span class="lineno"> 34</span> <span class="comment">// compile is always and only the outer-most transform</span></div>
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<div class="line"><a id="l00035" name="l00035"></a><span class="lineno"> 35</span> <span class="keywordflow">return</span> <a class="code hl_function" href="structmlx_1_1core_1_1detail_1_1_in_tracing.html#ac52b8e2c3f808d3076c4e1ebaf9dc63d">in_tracing</a>() && trace_stack.front();</div>
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<div class="line"><a id="l00036" name="l00036"></a><span class="lineno"> 36</span> }</div>
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</div>
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<div class="line"><a id="l00037" name="l00037"></a><span class="lineno"> 37</span> </div>
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<div class="line"><a id="l00038" name="l00038"></a><span class="lineno"> 38</span> <span class="keyword">private</span>:</div>
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<div class="line"><a id="l00039" name="l00039"></a><span class="lineno"> 39</span> <span class="keyword">static</span> std::vector<char> trace_stack;</div>
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<div class="line"><a id="l00040" name="l00040"></a><span class="lineno"> 40</span>};</div>
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</div>
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<div class="line"><a id="l00041" name="l00041"></a><span class="lineno"> 41</span> </div>
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<div class="foldopen" id="foldopen00042" data-start="{" data-end="};">
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<div class="line"><a id="l00042" name="l00042"></a><span class="lineno"><a class="line" href="structmlx_1_1core_1_1detail_1_1_retain_graph.html"> 42</a></span><span class="keyword">struct </span><a class="code hl_function" href="structmlx_1_1core_1_1detail_1_1_retain_graph.html#a7fac0244c14cc9e8f580bc1298ff68da">RetainGraph</a> {</div>
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<div class="foldopen" id="foldopen00043" data-start="{" data-end="}">
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<div class="line"><a id="l00043" name="l00043"></a><span class="lineno"><a class="line" href="structmlx_1_1core_1_1detail_1_1_retain_graph.html#a7fac0244c14cc9e8f580bc1298ff68da"> 43</a></span> <a class="code hl_function" href="structmlx_1_1core_1_1detail_1_1_retain_graph.html#a7fac0244c14cc9e8f580bc1298ff68da">RetainGraph</a>() {</div>
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<div class="line"><a id="l00044" name="l00044"></a><span class="lineno"> 44</span> tracing_counter++;</div>
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<div class="line"><a id="l00045" name="l00045"></a><span class="lineno"> 45</span> }</div>
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</div>
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<div class="foldopen" id="foldopen00046" data-start="{" data-end="}">
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<div class="line"><a id="l00046" name="l00046"></a><span class="lineno"><a class="line" href="structmlx_1_1core_1_1detail_1_1_retain_graph.html#a6bd6dc2e1caf2f764f39856a72ff6cbc"> 46</a></span> <a class="code hl_function" href="structmlx_1_1core_1_1detail_1_1_retain_graph.html#a6bd6dc2e1caf2f764f39856a72ff6cbc">~RetainGraph</a>() {</div>
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<div class="line"><a id="l00047" name="l00047"></a><span class="lineno"> 47</span> tracing_counter--;</div>
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<div class="line"><a id="l00048" name="l00048"></a><span class="lineno"> 48</span> }</div>
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</div>
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<div class="line"><a id="l00049" name="l00049"></a><span class="lineno"> 49</span> </div>
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<div class="foldopen" id="foldopen00050" data-start="{" data-end="}">
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<div class="line"><a id="l00050" name="l00050"></a><span class="lineno"><a class="line" href="structmlx_1_1core_1_1detail_1_1_retain_graph.html#a12ead93cb70ebab865c5e9ce7718f814"> 50</a></span> <span class="keyword">static</span> <span class="keywordtype">bool</span> <a class="code hl_function" href="structmlx_1_1core_1_1detail_1_1_retain_graph.html#a12ead93cb70ebab865c5e9ce7718f814">retain_graph</a>() {</div>
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<div class="line"><a id="l00051" name="l00051"></a><span class="lineno"> 51</span> <span class="keywordflow">return</span> tracing_counter > 0;</div>
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<div class="line"><a id="l00052" name="l00052"></a><span class="lineno"> 52</span> }</div>
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</div>
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<div class="line"><a id="l00053" name="l00053"></a><span class="lineno"> 53</span> </div>
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<div class="line"><a id="l00054" name="l00054"></a><span class="lineno"> 54</span> <span class="keyword">private</span>:</div>
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<div class="line"><a id="l00055" name="l00055"></a><span class="lineno"> 55</span> <span class="keyword">static</span> <span class="keywordtype">int</span> tracing_counter;</div>
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<div class="line"><a id="l00056" name="l00056"></a><span class="lineno"> 56</span>};</div>
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</div>
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<div class="line"><a id="l00057" name="l00057"></a><span class="lineno"> 57</span></div>
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<div class="foldopen" id="foldopen00060" data-start="{" data-end="}">
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<div class="line"><a id="l00060" name="l00060"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core_1_1detail.html#af974e1a6f06acfc949e67a330898ac11"> 60</a></span><span class="keyword">inline</span> <span class="keywordtype">bool</span> <a class="code hl_function" href="namespacemlx_1_1core_1_1detail.html#af974e1a6f06acfc949e67a330898ac11">in_tracing</a>() {</div>
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<div class="line"><a id="l00061" name="l00061"></a><span class="lineno"> 61</span> <span class="keywordflow">return</span> <a class="code hl_function" href="structmlx_1_1core_1_1detail_1_1_in_tracing.html#ac52b8e2c3f808d3076c4e1ebaf9dc63d">detail::InTracing::in_tracing</a>();</div>
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<div class="line"><a id="l00062" name="l00062"></a><span class="lineno"> 62</span>}</div>
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</div>
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<div class="line"><a id="l00063" name="l00063"></a><span class="lineno"> 63</span></div>
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<div class="foldopen" id="foldopen00066" data-start="{" data-end="}">
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<div class="line"><a id="l00066" name="l00066"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core_1_1detail.html#a3cede3c723ea5766a87548140bc6728e"> 66</a></span><span class="keyword">inline</span> <span class="keywordtype">bool</span> <a class="code hl_function" href="namespacemlx_1_1core_1_1detail.html#a3cede3c723ea5766a87548140bc6728e">in_dynamic_tracing</a>() {</div>
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<div class="line"><a id="l00067" name="l00067"></a><span class="lineno"> 67</span> <span class="keywordflow">return</span> <a class="code hl_function" href="structmlx_1_1core_1_1detail_1_1_in_tracing.html#af7780f0017267567ad6e5c9271e8933e">detail::InTracing::in_dynamic_tracing</a>();</div>
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<div class="line"><a id="l00068" name="l00068"></a><span class="lineno"> 68</span>}</div>
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</div>
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<div class="line"><a id="l00069" name="l00069"></a><span class="lineno"> 69</span> </div>
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<div class="foldopen" id="foldopen00070" data-start="{" data-end="}">
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<div class="line"><a id="l00070" name="l00070"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core_1_1detail.html#a38af45eb92e437207c722a088f381cd3"> 70</a></span><span class="keyword">inline</span> <span class="keywordtype">bool</span> <a class="code hl_function" href="namespacemlx_1_1core_1_1detail.html#a38af45eb92e437207c722a088f381cd3">retain_graph</a>() {</div>
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<div class="line"><a id="l00071" name="l00071"></a><span class="lineno"> 71</span> <span class="keywordflow">return</span> <a class="code hl_function" href="structmlx_1_1core_1_1detail_1_1_retain_graph.html#a12ead93cb70ebab865c5e9ce7718f814">detail::RetainGraph::retain_graph</a>();</div>
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<div class="line"><a id="l00072" name="l00072"></a><span class="lineno"> 72</span>}</div>
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</div>
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<div class="line"><a id="l00073" name="l00073"></a><span class="lineno"> 73</span> </div>
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<div class="line"><a id="l00074" name="l00074"></a><span class="lineno"> 74</span>} <span class="comment">// namespace mlx::core::detail</span></div>
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<div class="ttc" id="anamespacemlx_1_1core_1_1detail_html"><div class="ttname"><a href="namespacemlx_1_1core_1_1detail.html">mlx::core::detail</a></div><div class="ttdef"><b>Definition</b> binary_ops.h:7</div></div>
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<div class="ttc" id="anamespacemlx_1_1core_1_1detail_html_a31a5582530faea230eb8acafc0f7e154"><div class="ttname"><a href="namespacemlx_1_1core_1_1detail.html#a31a5582530faea230eb8acafc0f7e154">mlx::core::detail::vmap_replace</a></div><div class="ttdeci">std::vector< array > vmap_replace(const std::vector< array > &inputs, const std::vector< array > &s_inputs, const std::vector< array > &s_outputs, const std::vector< int > &in_axes, const std::vector< int > &out_axes)</div></div>
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<div class="ttc" id="anamespacemlx_1_1core_1_1detail_html_a38af45eb92e437207c722a088f381cd3"><div class="ttname"><a href="namespacemlx_1_1core_1_1detail.html#a38af45eb92e437207c722a088f381cd3">mlx::core::detail::retain_graph</a></div><div class="ttdeci">bool retain_graph()</div><div class="ttdef"><b>Definition</b> transforms_impl.h:70</div></div>
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<div class="ttc" id="anamespacemlx_1_1core_1_1detail_html_a3cede3c723ea5766a87548140bc6728e"><div class="ttname"><a href="namespacemlx_1_1core_1_1detail.html#a3cede3c723ea5766a87548140bc6728e">mlx::core::detail::in_dynamic_tracing</a></div><div class="ttdeci">bool in_dynamic_tracing()</div><div class="ttdoc">Return true if we are in a dynamic (shapeless) trace used for compiling or exporting graphs with dyna...</div><div class="ttdef"><b>Definition</b> transforms_impl.h:66</div></div>
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<div class="ttc" id="anamespacemlx_1_1core_1_1detail_html_a5ba794afe1a557e0505887cfb481c515"><div class="ttname"><a href="namespacemlx_1_1core_1_1detail.html#a5ba794afe1a557e0505887cfb481c515">mlx::core::detail::vmap_trace</a></div><div class="ttdeci">std::pair< std::vector< array >, std::vector< array > > vmap_trace(const std::function< std::vector< array >(const std::vector< array > &)> &fun, const std::vector< array > &inputs, const std::vector< int > &in_axes)</div></div>
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<div class="ttc" id="anamespacemlx_1_1core_1_1detail_html_af974e1a6f06acfc949e67a330898ac11"><div class="ttname"><a href="namespacemlx_1_1core_1_1detail.html#af974e1a6f06acfc949e67a330898ac11">mlx::core::detail::in_tracing</a></div><div class="ttdeci">bool in_tracing()</div><div class="ttdoc">Return true if we are currently performing a function transformation in order to keep the graph when ...</div><div class="ttdef"><b>Definition</b> transforms_impl.h:60</div></div>
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<div class="ttc" id="astructmlx_1_1core_1_1detail_1_1_in_tracing_html_a6beb74f83bde21734ab46b8d999b3b0b"><div class="ttname"><a href="structmlx_1_1core_1_1detail_1_1_in_tracing.html#a6beb74f83bde21734ab46b8d999b3b0b">mlx::core::detail::InTracing::InTracing</a></div><div class="ttdeci">InTracing(bool dynamic=false)</div><div class="ttdef"><b>Definition</b> transforms_impl.h:23</div></div>
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<div class="ttc" id="astructmlx_1_1core_1_1detail_1_1_in_tracing_html_a83d57d7fa63bcb0ff72080191d0f177a"><div class="ttname"><a href="structmlx_1_1core_1_1detail_1_1_in_tracing.html#a83d57d7fa63bcb0ff72080191d0f177a">mlx::core::detail::InTracing::~InTracing</a></div><div class="ttdeci">~InTracing()</div><div class="ttdef"><b>Definition</b> transforms_impl.h:26</div></div>
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<div class="ttc" id="astructmlx_1_1core_1_1detail_1_1_in_tracing_html_ac52b8e2c3f808d3076c4e1ebaf9dc63d"><div class="ttname"><a href="structmlx_1_1core_1_1detail_1_1_in_tracing.html#ac52b8e2c3f808d3076c4e1ebaf9dc63d">mlx::core::detail::InTracing::in_tracing</a></div><div class="ttdeci">static bool in_tracing()</div><div class="ttdef"><b>Definition</b> transforms_impl.h:30</div></div>
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<div class="ttc" id="astructmlx_1_1core_1_1detail_1_1_in_tracing_html_af7780f0017267567ad6e5c9271e8933e"><div class="ttname"><a href="structmlx_1_1core_1_1detail_1_1_in_tracing.html#af7780f0017267567ad6e5c9271e8933e">mlx::core::detail::InTracing::in_dynamic_tracing</a></div><div class="ttdeci">static bool in_dynamic_tracing()</div><div class="ttdef"><b>Definition</b> transforms_impl.h:33</div></div>
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<div class="ttc" id="astructmlx_1_1core_1_1detail_1_1_retain_graph_html_a12ead93cb70ebab865c5e9ce7718f814"><div class="ttname"><a href="structmlx_1_1core_1_1detail_1_1_retain_graph.html#a12ead93cb70ebab865c5e9ce7718f814">mlx::core::detail::RetainGraph::retain_graph</a></div><div class="ttdeci">static bool retain_graph()</div><div class="ttdef"><b>Definition</b> transforms_impl.h:50</div></div>
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<div class="ttc" id="astructmlx_1_1core_1_1detail_1_1_retain_graph_html_a6bd6dc2e1caf2f764f39856a72ff6cbc"><div class="ttname"><a href="structmlx_1_1core_1_1detail_1_1_retain_graph.html#a6bd6dc2e1caf2f764f39856a72ff6cbc">mlx::core::detail::RetainGraph::~RetainGraph</a></div><div class="ttdeci">~RetainGraph()</div><div class="ttdef"><b>Definition</b> transforms_impl.h:46</div></div>
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<div class="ttc" id="astructmlx_1_1core_1_1detail_1_1_retain_graph_html_a7fac0244c14cc9e8f580bc1298ff68da"><div class="ttname"><a href="structmlx_1_1core_1_1detail_1_1_retain_graph.html#a7fac0244c14cc9e8f580bc1298ff68da">mlx::core::detail::RetainGraph::RetainGraph</a></div><div class="ttdeci">RetainGraph()</div><div class="ttdef"><b>Definition</b> transforms_impl.h:43</div></div>
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