rebase

2025-09-20 12:08:14 +08:00 · 2025-01-09 21:56:20 +00:00
parent 04b749a588
commit d8d647015b
2642 changed files with 137687 additions and 70861 deletions
--- a/docs/build/html/gemm_2params_8h_source.html
+++ b/docs/build/html/gemm_2params_8h_source.html
@@ -3,7 +3,7 @@
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@@ -11,11 +11,18 @@
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@@ -28,12 +35,24 @@
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@@ -81,12 +101,6 @@ $(function(){ initResizable(false); });
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-<div id="nav-path" class="navpath">
-  <ul>
-<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_d0c977ea65824390717cdb7efc36c157.html">metal</a></li><li class="navelem"><a class="el" href="dir_70a37effa88bcbd6b791977fa1e64356.html">kernels</a></li><li class="navelem"><a class="el" href="dir_76215a6c54e2b67053e723fc2395583c.html">steel</a></li><li class="navelem"><a class="el" href="dir_6768c99e6145fb9510ccdb40db8ede25.html">gemm</a></li>  </ul>
-</div>
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 <div class="header">
  <div class="headertitle"><div class="title">params.h</div></div>
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@@ -94,11 +108,11 @@ $(function(){ initResizable(false); });
 <a href="gemm_2params_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 © 2024 Apple Inc.</span></div>
 <div class="line"><a id="l00002" name="l00002"></a><span class="lineno">    2</span> </div>
 <div class="line"><a id="l00003" name="l00003"></a><span class="lineno">    3</span><span class="preprocessor">#pragma once</span></div>
-<div class="line"><a id="l00004" name="l00004"></a><span class="lineno">    4</span> </div>
+<div class="line"><a id="l00004" name="l00004"></a><span class="lineno">    4</span></div>
 <div class="line"><a id="l00006" name="l00006"></a><span class="lineno">    6</span><span class="comment">// GEMM param classes</span></div>
 <div class="line"><a id="l00008" name="l00008"></a><span class="lineno">    8</span> </div>
 <div class="line"><a id="l00009" name="l00009"></a><span class="lineno">    9</span><span class="keyword">namespace </span><a class="code hl_namespace" href="namespacemlx.html">mlx</a> {</div>
-<div class="line"><a id="l00010" name="l00010"></a><span class="lineno">   10</span><span class="keyword">namespace </span>steel {</div>
+<div class="line"><a id="l00010" name="l00010"></a><span class="lineno">   10</span><span class="keyword">namespace </span><a class="code hl_namespace" href="namespacemlx_1_1steel.html">steel</a> {</div>
 <div class="line"><a id="l00011" name="l00011"></a><span class="lineno">   11</span> </div>
 <div class="foldopen" id="foldopen00012" data-start="{" data-end="};">
 <div class="line"><a id="l00012" name="l00012"></a><span class="lineno"><a class="line" href="structmlx_1_1steel_1_1_g_e_m_m_params.html">   12</a></span><span class="keyword">struct </span><a class="code hl_struct" href="structmlx_1_1steel_1_1_g_e_m_m_params.html">GEMMParams</a> {</div>
@@ -113,9 +127,9 @@ $(function(){ initResizable(false); });
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 <div class="line"><a id="l00023" name="l00023"></a><span class="lineno">   23</span> </div>
-<div class="line"><a id="l00024" name="l00024"></a><span class="lineno"><a class="line" href="structmlx_1_1steel_1_1_g_e_m_m_params.html#a76f55783a8e2ee203cf8507eee4b000c">   24</a></span>  <span class="keyword">const</span> <span class="keywordtype">size_t</span> <a class="code hl_variable" href="structmlx_1_1steel_1_1_g_e_m_m_params.html#a76f55783a8e2ee203cf8507eee4b000c">batch_stride_a</a>;</div>
-<div class="line"><a id="l00025" name="l00025"></a><span class="lineno"><a class="line" href="structmlx_1_1steel_1_1_g_e_m_m_params.html#a99b959b12d12da657648fa24d43e49e8">   25</a></span>  <span class="keyword">const</span> <span class="keywordtype">size_t</span> <a class="code hl_variable" href="structmlx_1_1steel_1_1_g_e_m_m_params.html#a99b959b12d12da657648fa24d43e49e8">batch_stride_b</a>;</div>
-<div class="line"><a id="l00026" name="l00026"></a><span class="lineno"><a class="line" href="structmlx_1_1steel_1_1_g_e_m_m_params.html#ad98006dd509a455864e6aa7c52743a41">   26</a></span>  <span class="keyword">const</span> <span class="keywordtype">size_t</span> <a class="code hl_variable" href="structmlx_1_1steel_1_1_g_e_m_m_params.html#ad98006dd509a455864e6aa7c52743a41">batch_stride_d</a>;</div>
+<div class="line"><a id="l00024" name="l00024"></a><span class="lineno"><a class="line" href="structmlx_1_1steel_1_1_g_e_m_m_params.html#aa9efc32581bba343b096123482507eee">   24</a></span>  <span class="keyword">const</span> int64_t <a class="code hl_variable" href="structmlx_1_1steel_1_1_g_e_m_m_params.html#aa9efc32581bba343b096123482507eee">batch_stride_a</a>;</div>
+<div class="line"><a id="l00025" name="l00025"></a><span class="lineno"><a class="line" href="structmlx_1_1steel_1_1_g_e_m_m_params.html#a5fba5117664fbab81e22abf1e8c8fbc8">   25</a></span>  <span class="keyword">const</span> int64_t <a class="code hl_variable" href="structmlx_1_1steel_1_1_g_e_m_m_params.html#a5fba5117664fbab81e22abf1e8c8fbc8">batch_stride_b</a>;</div>
+<div class="line"><a id="l00026" name="l00026"></a><span class="lineno"><a class="line" href="structmlx_1_1steel_1_1_g_e_m_m_params.html#a4fc69951d02a9ce2d3e11b356557deb9">   26</a></span>  <span class="keyword">const</span> int64_t <a class="code hl_variable" href="structmlx_1_1steel_1_1_g_e_m_m_params.html#a4fc69951d02a9ce2d3e11b356557deb9">batch_stride_d</a>;</div>
 <div class="line"><a id="l00027" name="l00027"></a><span class="lineno">   27</span> </div>
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 <div class="line"><a id="l00029" name="l00029"></a><span class="lineno"><a class="line" href="structmlx_1_1steel_1_1_g_e_m_m_params.html#a0d7f419ba265805b418e93ce1ca2e0f9">   29</a></span>  <span class="keyword">const</span> <span class="keywordtype">int</span> <a class="code hl_variable" href="structmlx_1_1steel_1_1_g_e_m_m_params.html#a0d7f419ba265805b418e93ce1ca2e0f9">gemm_k_iterations_aligned</a>;</div>
@@ -150,7 +164,7 @@ $(function(){ initResizable(false); });
 <div class="line"><a id="l00054" name="l00054"></a><span class="lineno"><a class="line" href="structmlx_1_1steel_1_1_g_e_m_m_add_m_m_params.html#a801e2245a36632160975a784b762a4e6">   54</a></span>  <span class="keyword">const</span> <span class="keywordtype">int</span> <a class="code hl_variable" href="structmlx_1_1steel_1_1_g_e_m_m_add_m_m_params.html#a801e2245a36632160975a784b762a4e6">ldc</a>;</div>
 <div class="line"><a id="l00055" name="l00055"></a><span class="lineno"><a class="line" href="structmlx_1_1steel_1_1_g_e_m_m_add_m_m_params.html#a42efa2a1fddc11f71987377b9048f953">   55</a></span>  <span class="keyword">const</span> <span class="keywordtype">int</span> <a class="code hl_variable" href="structmlx_1_1steel_1_1_g_e_m_m_add_m_m_params.html#a42efa2a1fddc11f71987377b9048f953">fdc</a>;</div>
 <div class="line"><a id="l00056" name="l00056"></a><span class="lineno">   56</span> </div>
-<div class="line"><a id="l00057" name="l00057"></a><span class="lineno"><a class="line" href="structmlx_1_1steel_1_1_g_e_m_m_add_m_m_params.html#a77c065db228e9654a0a75a6ffe47c15a">   57</a></span>  <span class="keyword">const</span> <span class="keywordtype">size_t</span> <a class="code hl_variable" href="structmlx_1_1steel_1_1_g_e_m_m_add_m_m_params.html#a77c065db228e9654a0a75a6ffe47c15a">batch_stride_c</a>;</div>
+<div class="line"><a id="l00057" name="l00057"></a><span class="lineno"><a class="line" href="structmlx_1_1steel_1_1_g_e_m_m_add_m_m_params.html#ac977827a0de9650b7110df029324fd60">   57</a></span>  <span class="keyword">const</span> int64_t <a class="code hl_variable" href="structmlx_1_1steel_1_1_g_e_m_m_add_m_m_params.html#ac977827a0de9650b7110df029324fd60">batch_stride_c</a>;</div>
 <div class="line"><a id="l00058" name="l00058"></a><span class="lineno">   58</span> </div>
 <div class="line"><a id="l00059" name="l00059"></a><span class="lineno"><a class="line" href="structmlx_1_1steel_1_1_g_e_m_m_add_m_m_params.html#af8693d96512eff3e125d33d203920710">   59</a></span>  <span class="keyword">const</span> <span class="keywordtype">float</span> <a class="code hl_variable" href="structmlx_1_1steel_1_1_g_e_m_m_add_m_m_params.html#af8693d96512eff3e125d33d203920710">alpha</a>;</div>
 <div class="line"><a id="l00060" name="l00060"></a><span class="lineno"><a class="line" href="structmlx_1_1steel_1_1_g_e_m_m_add_m_m_params.html#ac0ce4d8a6014f8adb29fd0a0bb23139f">   60</a></span>  <span class="keyword">const</span> <span class="keywordtype">float</span> <a class="code hl_variable" href="structmlx_1_1steel_1_1_g_e_m_m_add_m_m_params.html#ac0ce4d8a6014f8adb29fd0a0bb23139f">beta</a>;</div>
@@ -159,26 +173,27 @@ $(function(){ initResizable(false); });
 <div class="line"><a id="l00062" name="l00062"></a><span class="lineno">   62</span> </div>
 <div class="line"><a id="l00063" name="l00063"></a><span class="lineno">   63</span>} <span class="comment">// namespace steel</span></div>
 <div class="line"><a id="l00064" name="l00064"></a><span class="lineno">   64</span>} <span class="comment">// namespace mlx</span></div>
+<div class="ttc" id="anamespacemlx_1_1steel_html"><div class="ttname"><a href="namespacemlx_1_1steel.html">mlx::steel</a></div><div class="ttdef"><b>Definition</b> attn.h:19</div></div>
 <div class="ttc" id="anamespacemlx_html"><div class="ttname"><a href="namespacemlx.html">mlx</a></div><div class="ttdef"><b>Definition</b> allocator.h:7</div></div>
 <div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_add_m_m_params_html"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_add_m_m_params.html">mlx::steel::GEMMAddMMParams</a></div><div class="ttdef"><b>Definition</b> params.h:53</div></div>
 <div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_add_m_m_params_html_a42efa2a1fddc11f71987377b9048f953"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_add_m_m_params.html#a42efa2a1fddc11f71987377b9048f953">mlx::steel::GEMMAddMMParams::fdc</a></div><div class="ttdeci">const int fdc</div><div class="ttdef"><b>Definition</b> params.h:55</div></div>
-<div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_add_m_m_params_html_a77c065db228e9654a0a75a6ffe47c15a"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_add_m_m_params.html#a77c065db228e9654a0a75a6ffe47c15a">mlx::steel::GEMMAddMMParams::batch_stride_c</a></div><div class="ttdeci">const size_t batch_stride_c</div><div class="ttdef"><b>Definition</b> params.h:57</div></div>
 <div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_add_m_m_params_html_a801e2245a36632160975a784b762a4e6"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_add_m_m_params.html#a801e2245a36632160975a784b762a4e6">mlx::steel::GEMMAddMMParams::ldc</a></div><div class="ttdeci">const int ldc</div><div class="ttdef"><b>Definition</b> params.h:54</div></div>
 <div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_add_m_m_params_html_ac0ce4d8a6014f8adb29fd0a0bb23139f"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_add_m_m_params.html#ac0ce4d8a6014f8adb29fd0a0bb23139f">mlx::steel::GEMMAddMMParams::beta</a></div><div class="ttdeci">const float beta</div><div class="ttdef"><b>Definition</b> params.h:60</div></div>
+<div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_add_m_m_params_html_ac977827a0de9650b7110df029324fd60"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_add_m_m_params.html#ac977827a0de9650b7110df029324fd60">mlx::steel::GEMMAddMMParams::batch_stride_c</a></div><div class="ttdeci">const int64_t batch_stride_c</div><div class="ttdef"><b>Definition</b> params.h:57</div></div>
 <div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_add_m_m_params_html_af8693d96512eff3e125d33d203920710"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_add_m_m_params.html#af8693d96512eff3e125d33d203920710">mlx::steel::GEMMAddMMParams::alpha</a></div><div class="ttdeci">const float alpha</div><div class="ttdef"><b>Definition</b> params.h:59</div></div>
 <div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_params_html"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_params.html">mlx::steel::GEMMParams</a></div><div class="ttdef"><b>Definition</b> params.h:12</div></div>
 <div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_params_html_a0d7f419ba265805b418e93ce1ca2e0f9"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_params.html#a0d7f419ba265805b418e93ce1ca2e0f9">mlx::steel::GEMMParams::gemm_k_iterations_aligned</a></div><div class="ttdeci">const int gemm_k_iterations_aligned</div><div class="ttdef"><b>Definition</b> params.h:29</div></div>
 <div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_params_html_a0e6b8b629232f1b43fbce9a395174bed"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_params.html#a0e6b8b629232f1b43fbce9a395174bed">mlx::steel::GEMMParams::tiles_n</a></div><div class="ttdeci">const int tiles_n</div><div class="ttdef"><b>Definition</b> params.h:21</div></div>
 <div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_params_html_a174626ab98515d89923b2841a664b9a1"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_params.html#a174626ab98515d89923b2841a664b9a1">mlx::steel::GEMMParams::N</a></div><div class="ttdeci">const int N</div><div class="ttdef"><b>Definition</b> params.h:14</div></div>
+<div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_params_html_a4fc69951d02a9ce2d3e11b356557deb9"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_params.html#a4fc69951d02a9ce2d3e11b356557deb9">mlx::steel::GEMMParams::batch_stride_d</a></div><div class="ttdeci">const int64_t batch_stride_d</div><div class="ttdef"><b>Definition</b> params.h:26</div></div>
+<div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_params_html_a5fba5117664fbab81e22abf1e8c8fbc8"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_params.html#a5fba5117664fbab81e22abf1e8c8fbc8">mlx::steel::GEMMParams::batch_stride_b</a></div><div class="ttdeci">const int64_t batch_stride_b</div><div class="ttdef"><b>Definition</b> params.h:25</div></div>
 <div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_params_html_a6032a081ab707c14b5f28069faa7cf62"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_params.html#a6032a081ab707c14b5f28069faa7cf62">mlx::steel::GEMMParams::ldb</a></div><div class="ttdeci">const int ldb</div><div class="ttdef"><b>Definition</b> params.h:18</div></div>
 <div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_params_html_a640dc138a8bf7b2b5bed6a436b429c2f"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_params.html#a640dc138a8bf7b2b5bed6a436b429c2f">mlx::steel::GEMMParams::batch_ndim</a></div><div class="ttdeci">const int batch_ndim</div><div class="ttdef"><b>Definition</b> params.h:31</div></div>
 <div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_params_html_a6e8ae14e3f97c499ad9c39358a1855ab"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_params.html#a6e8ae14e3f97c499ad9c39358a1855ab">mlx::steel::GEMMParams::ldd</a></div><div class="ttdeci">const int ldd</div><div class="ttdef"><b>Definition</b> params.h:19</div></div>
-<div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_params_html_a76f55783a8e2ee203cf8507eee4b000c"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_params.html#a76f55783a8e2ee203cf8507eee4b000c">mlx::steel::GEMMParams::batch_stride_a</a></div><div class="ttdeci">const size_t batch_stride_a</div><div class="ttdef"><b>Definition</b> params.h:24</div></div>
 <div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_params_html_a85b20a4c4558cc78d76fcbd045a9c694"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_params.html#a85b20a4c4558cc78d76fcbd045a9c694">mlx::steel::GEMMParams::M</a></div><div class="ttdeci">const int M</div><div class="ttdef"><b>Definition</b> params.h:13</div></div>
-<div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_params_html_a99b959b12d12da657648fa24d43e49e8"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_params.html#a99b959b12d12da657648fa24d43e49e8">mlx::steel::GEMMParams::batch_stride_b</a></div><div class="ttdeci">const size_t batch_stride_b</div><div class="ttdef"><b>Definition</b> params.h:25</div></div>
 <div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_params_html_aa0851af4da8df820bdad9589ff517cff"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_params.html#aa0851af4da8df820bdad9589ff517cff">mlx::steel::GEMMParams::K</a></div><div class="ttdeci">const int K</div><div class="ttdef"><b>Definition</b> params.h:15</div></div>
+<div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_params_html_aa9efc32581bba343b096123482507eee"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_params.html#aa9efc32581bba343b096123482507eee">mlx::steel::GEMMParams::batch_stride_a</a></div><div class="ttdeci">const int64_t batch_stride_a</div><div class="ttdef"><b>Definition</b> params.h:24</div></div>
 <div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_params_html_ad23a5a7f74cd5859741a36e4bc7823ca"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_params.html#ad23a5a7f74cd5859741a36e4bc7823ca">mlx::steel::GEMMParams::tiles_m</a></div><div class="ttdeci">const int tiles_m</div><div class="ttdef"><b>Definition</b> params.h:22</div></div>
-<div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_params_html_ad98006dd509a455864e6aa7c52743a41"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_params.html#ad98006dd509a455864e6aa7c52743a41">mlx::steel::GEMMParams::batch_stride_d</a></div><div class="ttdeci">const size_t batch_stride_d</div><div class="ttdef"><b>Definition</b> params.h:26</div></div>
 <div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_params_html_af9ff2c06dd8994126634531440325be7"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_params.html#af9ff2c06dd8994126634531440325be7">mlx::steel::GEMMParams::swizzle_log</a></div><div class="ttdeci">const int swizzle_log</div><div class="ttdef"><b>Definition</b> params.h:28</div></div>
 <div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_params_html_afec42b532ffcad32bbffd494526bef03"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_params.html#afec42b532ffcad32bbffd494526bef03">mlx::steel::GEMMParams::lda</a></div><div class="ttdeci">const int lda</div><div class="ttdef"><b>Definition</b> params.h:17</div></div>
 <div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_spilt_k_params_html"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_spilt_k_params.html">mlx::steel::GEMMSpiltKParams</a></div><div class="ttdef"><b>Definition</b> params.h:34</div></div>
@@ -195,10 +210,13 @@ $(function(){ initResizable(false); });
 <div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_spilt_k_params_html_aa37e05a03ac8b34ec7dc31ca42f68998"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_spilt_k_params.html#aa37e05a03ac8b34ec7dc31ca42f68998">mlx::steel::GEMMSpiltKParams::gemm_k_iterations_aligned</a></div><div class="ttdeci">const int gemm_k_iterations_aligned</div><div class="ttdef"><b>Definition</b> params.h:50</div></div>
 <div class="ttc" id="astructmlx_1_1steel_1_1_g_e_m_m_spilt_k_params_html_ae06c27116905d4ff3b9b436e588a93fd"><div class="ttname"><a href="structmlx_1_1steel_1_1_g_e_m_m_spilt_k_params.html#ae06c27116905d4ff3b9b436e588a93fd">mlx::steel::GEMMSpiltKParams::split_k_partitions</a></div><div class="ttdeci">const int split_k_partitions</div><div class="ttdef"><b>Definition</b> params.h:46</div></div>
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