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<li class="navelem"><a class="el" href="dir_938ab0ecf10b8b860ff766c820f665fd.html">mlx</a></li><li class="navelem"><a class="el" href="dir_1d446c9bd3c99228254c9484e0bc5c06.html">backend</a></li><li class="navelem"><a class="el" href="dir_f149b24a1b5be11cd70151abe517e3f8.html">common</a></li> </ul>
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<a href="compiled_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><span class="preprocessor">#pragma once</span></div>
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<div class="line"><a id="l00003" name="l00003"></a><span class="lineno"> 3</span> </div>
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<div class="line"><a id="l00004" name="l00004"></a><span class="lineno"> 4</span><span class="preprocessor">#include <iomanip></span></div>
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<div class="line"><a id="l00005" name="l00005"></a><span class="lineno"> 5</span><span class="preprocessor">#include <sstream></span></div>
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<div class="line"><a id="l00006" name="l00006"></a><span class="lineno"> 6</span><span class="preprocessor">#include <unordered_set></span></div>
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<div class="line"><a id="l00007" name="l00007"></a><span class="lineno"> 7</span> </div>
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<div class="line"><a id="l00008" name="l00008"></a><span class="lineno"> 8</span><span class="preprocessor">#include "<a class="code" href="array_8h.html">mlx/array.h</a>"</span></div>
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<div class="line"><a id="l00009" name="l00009"></a><span class="lineno"> 9</span><span class="preprocessor">#include "<a class="code" href="primitives_8h.html">mlx/primitives.h</a>"</span></div>
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<div class="line"><a id="l00010" name="l00010"></a><span class="lineno"> 10</span> </div>
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<div class="line"><a id="l00011" name="l00011"></a><span class="lineno"> 11</span><span class="keyword">namespace </span><a class="code hl_namespace" href="namespacemlx_1_1core.html">mlx::core</a> {</div>
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<div class="line"><a id="l00012" name="l00012"></a><span class="lineno"> 12</span> </div>
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<div class="foldopen" id="foldopen00013" data-start="{" data-end="}">
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<div class="line"><a id="l00013" name="l00013"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core.html#afd9e740e567f9d7c28e00113caf46d5f"> 13</a></span><span class="keyword">inline</span> <span class="keywordtype">bool</span> <a class="code hl_function" href="namespacemlx_1_1core.html#afd9e740e567f9d7c28e00113caf46d5f">is_static_cast</a>(<span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1_primitive.html">Primitive</a>& p) {</div>
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<div class="line"><a id="l00014" name="l00014"></a><span class="lineno"> 14</span> <span class="keywordflow">return</span> (</div>
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<div class="line"><a id="l00015" name="l00015"></a><span class="lineno"> 15</span> <span class="keyword">typeid</span>(p) == <span class="keyword">typeid</span>(<a class="code hl_class" href="classmlx_1_1core_1_1_broadcast.html">Broadcast</a>) || <span class="keyword">typeid</span>(p) == <span class="keyword">typeid</span>(<a class="code hl_class" href="classmlx_1_1core_1_1_copy.html">Copy</a>) ||</div>
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<div class="line"><a id="l00016" name="l00016"></a><span class="lineno"> 16</span> <span class="keyword">typeid</span>(p) == <span class="keyword">typeid</span>(<a class="code hl_class" href="classmlx_1_1core_1_1_stop_gradient.html">StopGradient</a>) || <span class="keyword">typeid</span>(p) == <span class="keyword">typeid</span>(<a class="code hl_class" href="classmlx_1_1core_1_1_as_type.html">AsType</a>));</div>
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<div class="line"><a id="l00017" name="l00017"></a><span class="lineno"> 17</span>}</div>
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</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"><a class="line" href="namespacemlx_1_1core.html#a3ef23f334cb9f68a2c50524bc67c913b"> 19</a></span>std::string <a class="code hl_function" href="namespacemlx_1_1core.html#a3ef23f334cb9f68a2c50524bc67c913b">build_lib_name</a>(</div>
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<div class="line"><a id="l00020" name="l00020"></a><span class="lineno"> 20</span> <span class="keyword">const</span> std::vector<array>& inputs,</div>
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<div class="line"><a id="l00021" name="l00021"></a><span class="lineno"> 21</span> <span class="keyword">const</span> std::vector<array>& outputs,</div>
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<div class="line"><a id="l00022" name="l00022"></a><span class="lineno"> 22</span> <span class="keyword">const</span> std::vector<array>& tape,</div>
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<div class="line"><a id="l00023" name="l00023"></a><span class="lineno"> 23</span> <span class="keyword">const</span> std::unordered_set<uintptr_t>& constant_ids);</div>
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<div class="line"><a id="l00024" name="l00024"></a><span class="lineno"> 24</span> </div>
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<div class="line"><a id="l00025" name="l00025"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core.html#af776fd91dd60594dcfebbafd17f19068"> 25</a></span>std::string <a class="code hl_function" href="namespacemlx_1_1core.html#af776fd91dd60594dcfebbafd17f19068">get_type_string</a>(<a class="code hl_struct" href="structmlx_1_1core_1_1_dtype.html">Dtype</a> d);</div>
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<div class="line"><a id="l00026" name="l00026"></a><span class="lineno"> 26</span> </div>
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<div class="line"><a id="l00027" name="l00027"></a><span class="lineno"> 27</span><span class="keyword">template</span> <<span class="keyword">typename</span> T></div>
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<div class="foldopen" id="foldopen00028" data-start="{" data-end="}">
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<div class="line"><a id="l00028" name="l00028"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core.html#a93a8ac59c644b801ec8881a58368caf2"> 28</a></span><span class="keywordtype">void</span> <a class="code hl_function" href="namespacemlx_1_1core.html#a93a8ac59c644b801ec8881a58368caf2">print_float_constant</a>(std::ostream& os, <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& x) {</div>
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<div class="line"><a id="l00029" name="l00029"></a><span class="lineno"> 29</span> <span class="keyword">auto</span> old_precision = os.precision();</div>
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<div class="line"><a id="l00030" name="l00030"></a><span class="lineno"> 30</span> os << std::setprecision(std::numeric_limits<float>::digits10 + 1)</div>
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<div class="line"><a id="l00031" name="l00031"></a><span class="lineno"> 31</span> << x.<a class="code hl_function" href="classmlx_1_1core_1_1array.html#a90c5afddc2fa3028c0f8099bd64c8a99">item</a><T>() << std::setprecision(old_precision);</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="line"><a id="l00033" name="l00033"></a><span class="lineno"> 33</span> </div>
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<div class="line"><a id="l00034" name="l00034"></a><span class="lineno"> 34</span><span class="keyword">template</span> <<span class="keyword">typename</span> T></div>
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<div class="foldopen" id="foldopen00035" data-start="{" data-end="}">
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<div class="line"><a id="l00035" name="l00035"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core.html#a948ce3dfc4520d3aa98b33e42f617c64"> 35</a></span><span class="keywordtype">void</span> <a class="code hl_function" href="namespacemlx_1_1core.html#a948ce3dfc4520d3aa98b33e42f617c64">print_int_constant</a>(std::ostream& os, <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& x) {</div>
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<div class="line"><a id="l00036" name="l00036"></a><span class="lineno"> 36</span> os << x.<a class="code hl_function" href="classmlx_1_1core_1_1array.html#a90c5afddc2fa3028c0f8099bd64c8a99">item</a><T>();</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>
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<div class="line"><a id="l00038" name="l00038"></a><span class="lineno"> 38</span> </div>
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<div class="line"><a id="l00039" name="l00039"></a><span class="lineno"> 39</span><span class="keyword">template</span> <<span class="keyword">typename</span> T></div>
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<div class="foldopen" id="foldopen00040" data-start="{" data-end="}">
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<div class="line"><a id="l00040" name="l00040"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core.html#a2b78f270942c6eb185e8045f1c5b4286"> 40</a></span><span class="keywordtype">void</span> <a class="code hl_function" href="namespacemlx_1_1core.html#a2b78f270942c6eb185e8045f1c5b4286">print_complex_constant</a>(std::ostream& os, <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& x) {</div>
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<div class="line"><a id="l00041" name="l00041"></a><span class="lineno"> 41</span> <span class="keyword">auto</span> old_precision = os.precision();</div>
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<div class="line"><a id="l00042" name="l00042"></a><span class="lineno"> 42</span> T constant = x.<a class="code hl_function" href="classmlx_1_1core_1_1array.html#a90c5afddc2fa3028c0f8099bd64c8a99">item</a><T>();</div>
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<div class="line"><a id="l00043" name="l00043"></a><span class="lineno"> 43</span> </div>
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<div class="line"><a id="l00044" name="l00044"></a><span class="lineno"> 44</span> os << <a class="code hl_function" href="namespacemlx_1_1core.html#af776fd91dd60594dcfebbafd17f19068">get_type_string</a>(x.<a class="code hl_function" href="classmlx_1_1core_1_1array.html#ae29e7d6fbfbea1e5e321a8d1ea3cfacd">dtype</a>()) << <span class="stringliteral">"("</span></div>
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<div class="line"><a id="l00045" name="l00045"></a><span class="lineno"> 45</span> << std::setprecision(std::numeric_limits<float>::digits10 + 1)</div>
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<div class="line"><a id="l00046" name="l00046"></a><span class="lineno"> 46</span> << constant.real() << <span class="stringliteral">", "</span> << constant.imag() << <span class="stringliteral">")"</span></div>
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<div class="line"><a id="l00047" name="l00047"></a><span class="lineno"> 47</span> << std::setprecision(old_precision);</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="line"><a id="l00050" name="l00050"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core.html#a7d11b000895d44d183260634f4192d92"> 50</a></span><span class="keywordtype">void</span> <a class="code hl_function" href="namespacemlx_1_1core.html#a7d11b000895d44d183260634f4192d92">print_constant</a>(std::ostream& os, <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& x);</div>
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<div class="line"><a id="l00051" name="l00051"></a><span class="lineno"> 51</span> </div>
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<div class="foldopen" id="foldopen00052" data-start="{" data-end="}">
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<div class="line"><a id="l00052" name="l00052"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core.html#a985c60929757190e0b4ec51f57c767d0"> 52</a></span><span class="keyword">inline</span> <span class="keywordtype">bool</span> <a class="code hl_function" href="namespacemlx_1_1core.html#a985c60929757190e0b4ec51f57c767d0">is_scalar</a>(<span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& x) {</div>
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<div class="line"><a id="l00053" name="l00053"></a><span class="lineno"> 53</span> <span class="keywordflow">return</span> x.<a class="code hl_function" href="classmlx_1_1core_1_1array.html#a53006e77d13d9d88b525ef577748939f">ndim</a>() == 0;</div>
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<div class="line"><a id="l00054" name="l00054"></a><span class="lineno"> 54</span>}</div>
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</div>
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<div class="line"><a id="l00055" name="l00055"></a><span class="lineno"> 55</span> </div>
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<div class="line"><a id="l00056" name="l00056"></a><span class="lineno"> 56</span><span class="comment">// Check if we can use a contiguous operation given inputs and the output shape</span></div>
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<div class="line"><a id="l00057" name="l00057"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core.html#a3b900ab319948c5a01a3ecd30a709027"> 57</a></span><span class="keywordtype">bool</span> <a class="code hl_function" href="namespacemlx_1_1core.html#a3b900ab319948c5a01a3ecd30a709027">compiled_check_contiguity</a>(</div>
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<div class="line"><a id="l00058" name="l00058"></a><span class="lineno"> 58</span> <span class="keyword">const</span> std::vector<array>& inputs,</div>
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<div class="line"><a id="l00059" name="l00059"></a><span class="lineno"> 59</span> <span class="keyword">const</span> std::vector<int>& shape);</div>
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<div class="line"><a id="l00060" name="l00060"></a><span class="lineno"> 60</span> </div>
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<div class="line"><a id="l00061" name="l00061"></a><span class="lineno"> 61</span><span class="comment">// Allocate space for the outputs possibly with input donation</span></div>
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<div class="line"><a id="l00062" name="l00062"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core.html#ab8c3c4fc05745f586de922c8266f4fce"> 62</a></span><span class="keywordtype">void</span> <a class="code hl_function" href="namespacemlx_1_1core.html#ab8c3c4fc05745f586de922c8266f4fce">compiled_allocate_outputs</a>(</div>
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<div class="line"><a id="l00063" name="l00063"></a><span class="lineno"> 63</span> <span class="keyword">const</span> std::vector<array>& inputs,</div>
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<div class="line"><a id="l00064" name="l00064"></a><span class="lineno"> 64</span> std::vector<array>& outputs,</div>
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<div class="line"><a id="l00065" name="l00065"></a><span class="lineno"> 65</span> <span class="keyword">const</span> std::vector<array>& inputs_,</div>
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<div class="line"><a id="l00066" name="l00066"></a><span class="lineno"> 66</span> <span class="keyword">const</span> std::unordered_set<uintptr_t>& constant_ids_,</div>
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<div class="line"><a id="l00067" name="l00067"></a><span class="lineno"> 67</span> <span class="keywordtype">bool</span> contiguous,</div>
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<div class="line"><a id="l00068" name="l00068"></a><span class="lineno"> 68</span> <span class="keywordtype">bool</span> move_buffers = <span class="keyword">false</span>);</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="line"><a id="l00070" name="l00070"></a><span class="lineno"> 70</span>} <span class="comment">// namespace mlx::core</span></div>
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<div class="ttc" id="aarray_8h_html"><div class="ttname"><a href="array_8h.html">array.h</a></div></div>
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<div class="ttc" id="aclassmlx_1_1core_1_1_as_type_html"><div class="ttname"><a href="classmlx_1_1core_1_1_as_type.html">mlx::core::AsType</a></div><div class="ttdef"><b>Definition</b> primitives.h:416</div></div>
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<div class="ttc" id="aclassmlx_1_1core_1_1_broadcast_html"><div class="ttname"><a href="classmlx_1_1core_1_1_broadcast.html">mlx::core::Broadcast</a></div><div class="ttdef"><b>Definition</b> primitives.h:526</div></div>
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<div class="ttc" id="aclassmlx_1_1core_1_1_copy_html"><div class="ttname"><a href="classmlx_1_1core_1_1_copy.html">mlx::core::Copy</a></div><div class="ttdef"><b>Definition</b> primitives.h:681</div></div>
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<div class="ttc" id="aclassmlx_1_1core_1_1_primitive_html"><div class="ttname"><a href="classmlx_1_1core_1_1_primitive.html">mlx::core::Primitive</a></div><div class="ttdef"><b>Definition</b> primitives.h:48</div></div>
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<div class="ttc" id="aclassmlx_1_1core_1_1_stop_gradient_html"><div class="ttname"><a href="classmlx_1_1core_1_1_stop_gradient.html">mlx::core::StopGradient</a></div><div class="ttdef"><b>Definition</b> primitives.h:1977</div></div>
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<div class="ttc" id="aclassmlx_1_1core_1_1array_html"><div class="ttname"><a href="classmlx_1_1core_1_1array.html">mlx::core::array</a></div><div class="ttdef"><b>Definition</b> array.h:20</div></div>
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<div class="ttc" id="aclassmlx_1_1core_1_1array_html_a53006e77d13d9d88b525ef577748939f"><div class="ttname"><a href="classmlx_1_1core_1_1array.html#a53006e77d13d9d88b525ef577748939f">mlx::core::array::ndim</a></div><div class="ttdeci">size_t ndim() const</div><div class="ttdoc">The number of dimensions of the array.</div><div class="ttdef"><b>Definition</b> array.h:94</div></div>
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<div class="ttc" id="aclassmlx_1_1core_1_1array_html_a90c5afddc2fa3028c0f8099bd64c8a99"><div class="ttname"><a href="classmlx_1_1core_1_1array.html#a90c5afddc2fa3028c0f8099bd64c8a99">mlx::core::array::item</a></div><div class="ttdeci">T item()</div><div class="ttdoc">Get the value from a scalar array.</div><div class="ttdef"><b>Definition</b> array.h:490</div></div>
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<div class="ttc" id="aclassmlx_1_1core_1_1array_html_ae29e7d6fbfbea1e5e321a8d1ea3cfacd"><div class="ttname"><a href="classmlx_1_1core_1_1array.html#ae29e7d6fbfbea1e5e321a8d1ea3cfacd">mlx::core::array::dtype</a></div><div class="ttdeci">Dtype dtype() const</div><div class="ttdoc">Get the arrays data type.</div><div class="ttdef"><b>Definition</b> array.h:127</div></div>
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<div class="ttc" id="anamespacemlx_1_1core_html"><div class="ttname"><a href="namespacemlx_1_1core.html">mlx::core</a></div><div class="ttdef"><b>Definition</b> allocator.h:7</div></div>
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<div class="ttc" id="anamespacemlx_1_1core_html_a2b78f270942c6eb185e8045f1c5b4286"><div class="ttname"><a href="namespacemlx_1_1core.html#a2b78f270942c6eb185e8045f1c5b4286">mlx::core::print_complex_constant</a></div><div class="ttdeci">void print_complex_constant(std::ostream &os, const array &x)</div><div class="ttdef"><b>Definition</b> compiled.h:40</div></div>
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<div class="ttc" id="anamespacemlx_1_1core_html_a3b900ab319948c5a01a3ecd30a709027"><div class="ttname"><a href="namespacemlx_1_1core.html#a3b900ab319948c5a01a3ecd30a709027">mlx::core::compiled_check_contiguity</a></div><div class="ttdeci">bool compiled_check_contiguity(const std::vector< array > &inputs, const std::vector< int > &shape)</div></div>
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<div class="ttc" id="anamespacemlx_1_1core_html_a3ef23f334cb9f68a2c50524bc67c913b"><div class="ttname"><a href="namespacemlx_1_1core.html#a3ef23f334cb9f68a2c50524bc67c913b">mlx::core::build_lib_name</a></div><div class="ttdeci">std::string build_lib_name(const std::vector< array > &inputs, const std::vector< array > &outputs, const std::vector< array > &tape, const std::unordered_set< uintptr_t > &constant_ids)</div></div>
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<div class="ttc" id="anamespacemlx_1_1core_html_a7d11b000895d44d183260634f4192d92"><div class="ttname"><a href="namespacemlx_1_1core.html#a7d11b000895d44d183260634f4192d92">mlx::core::print_constant</a></div><div class="ttdeci">void print_constant(std::ostream &os, const array &x)</div></div>
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<div class="ttc" id="anamespacemlx_1_1core_html_a93a8ac59c644b801ec8881a58368caf2"><div class="ttname"><a href="namespacemlx_1_1core.html#a93a8ac59c644b801ec8881a58368caf2">mlx::core::print_float_constant</a></div><div class="ttdeci">void print_float_constant(std::ostream &os, const array &x)</div><div class="ttdef"><b>Definition</b> compiled.h:28</div></div>
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<div class="ttc" id="anamespacemlx_1_1core_html_a948ce3dfc4520d3aa98b33e42f617c64"><div class="ttname"><a href="namespacemlx_1_1core.html#a948ce3dfc4520d3aa98b33e42f617c64">mlx::core::print_int_constant</a></div><div class="ttdeci">void print_int_constant(std::ostream &os, const array &x)</div><div class="ttdef"><b>Definition</b> compiled.h:35</div></div>
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<div class="ttc" id="anamespacemlx_1_1core_html_a985c60929757190e0b4ec51f57c767d0"><div class="ttname"><a href="namespacemlx_1_1core.html#a985c60929757190e0b4ec51f57c767d0">mlx::core::is_scalar</a></div><div class="ttdeci">bool is_scalar(const array &x)</div><div class="ttdef"><b>Definition</b> compiled.h:52</div></div>
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<div class="ttc" id="anamespacemlx_1_1core_html_ab8c3c4fc05745f586de922c8266f4fce"><div class="ttname"><a href="namespacemlx_1_1core.html#ab8c3c4fc05745f586de922c8266f4fce">mlx::core::compiled_allocate_outputs</a></div><div class="ttdeci">void compiled_allocate_outputs(const std::vector< array > &inputs, std::vector< array > &outputs, const std::vector< array > &inputs_, const std::unordered_set< uintptr_t > &constant_ids_, bool contiguous, bool move_buffers=false)</div></div>
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<div class="ttc" id="anamespacemlx_1_1core_html_af776fd91dd60594dcfebbafd17f19068"><div class="ttname"><a href="namespacemlx_1_1core.html#af776fd91dd60594dcfebbafd17f19068">mlx::core::get_type_string</a></div><div class="ttdeci">std::string get_type_string(Dtype d)</div></div>
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<div class="ttc" id="anamespacemlx_1_1core_html_afd9e740e567f9d7c28e00113caf46d5f"><div class="ttname"><a href="namespacemlx_1_1core.html#afd9e740e567f9d7c28e00113caf46d5f">mlx::core::is_static_cast</a></div><div class="ttdeci">bool is_static_cast(const Primitive &p)</div><div class="ttdef"><b>Definition</b> compiled.h:13</div></div>
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<div class="ttc" id="aprimitives_8h_html"><div class="ttname"><a href="primitives_8h.html">primitives.h</a></div></div>
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<div class="ttc" id="astructmlx_1_1core_1_1_dtype_html"><div class="ttname"><a href="structmlx_1_1core_1_1_dtype.html">mlx::core::Dtype</a></div><div class="ttdef"><b>Definition</b> dtype.h:13</div></div>
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