mirror of
https://github.com/ml-explore/mlx.git
synced 2025-09-18 18:28:12 +08:00
docs up
This commit is contained in:
Awni Hannun
committed by
CircleCI Docs
CircleCI Docs
parent
27e07888b0
commit
6a6ffb598d
191
docs/build/html/fast_8h_source.html
vendored
191
docs/build/html/fast_8h_source.html
vendored
@@ -87,114 +87,103 @@ $(function() { codefold.init(0); });
|
||||
<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="l00005" name="l00005"></a><span class="lineno"> 5</span><span class="preprocessor">#include <map></span></div>
|
||||
<div class="line"><a id="l00006" name="l00006"></a><span class="lineno"> 6</span><span class="preprocessor">#include <optional></span></div>
|
||||
<div class="line"><a id="l00007" name="l00007"></a><span class="lineno"> 7</span> </div>
|
||||
<div class="line"><a id="l00008" name="l00008"></a><span class="lineno"> 8</span><span class="preprocessor">#include "<a class="code" href="utils_8h.html">mlx/utils.h</a>"</span></div>
|
||||
<div class="line"><a id="l00009" name="l00009"></a><span class="lineno"> 9</span> </div>
|
||||
<div class="foldopen" id="foldopen00010" data-start="{" data-end="}">
|
||||
<div class="line"><a id="l00010" name="l00010"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core_1_1fast.html"> 10</a></span><span class="keyword">namespace </span><a class="code hl_namespace" href="namespacemlx_1_1core_1_1fast.html">mlx::core::fast</a> {</div>
|
||||
<div class="line"><a id="l00011" name="l00011"></a><span class="lineno"> 11</span> </div>
|
||||
<div class="line"><a id="l00012" name="l00012"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core_1_1fast.html#ac7b620275c6386f822b7aacc6b312e62"> 12</a></span><a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a> <a class="code hl_function" href="namespacemlx_1_1core_1_1fast.html#ac7b620275c6386f822b7aacc6b312e62">rms_norm</a>(</div>
|
||||
<div class="line"><a id="l00013" name="l00013"></a><span class="lineno"> 13</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& x,</div>
|
||||
<div class="line"><a id="l00014" name="l00014"></a><span class="lineno"> 14</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& weight,</div>
|
||||
<div class="line"><a id="l00015" name="l00015"></a><span class="lineno"> 15</span> <span class="keywordtype">float</span> eps,</div>
|
||||
<div class="line"><a id="l00016" name="l00016"></a><span class="lineno"> 16</span> <a class="code hl_typedef" href="namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58">StreamOrDevice</a> s = {});</div>
|
||||
<div class="line"><a id="l00017" name="l00017"></a><span class="lineno"> 17</span> </div>
|
||||
<div class="line"><a id="l00018" name="l00018"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core_1_1fast.html#a01bd533ebd0e2415c4ee30032d51d7bf"> 18</a></span><a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a> <a class="code hl_function" href="namespacemlx_1_1core_1_1fast.html#a01bd533ebd0e2415c4ee30032d51d7bf">layer_norm</a>(</div>
|
||||
<div class="line"><a id="l00019" name="l00019"></a><span class="lineno"> 19</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& x,</div>
|
||||
<div class="line"><a id="l00020" name="l00020"></a><span class="lineno"> 20</span> <span class="keyword">const</span> std::optional<array>& weight,</div>
|
||||
<div class="line"><a id="l00021" name="l00021"></a><span class="lineno"> 21</span> <span class="keyword">const</span> std::optional<array>& bias,</div>
|
||||
<div class="line"><a id="l00022" name="l00022"></a><span class="lineno"> 22</span> <span class="keywordtype">float</span> eps,</div>
|
||||
<div class="line"><a id="l00023" name="l00023"></a><span class="lineno"> 23</span> <a class="code hl_typedef" href="namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58">StreamOrDevice</a> s = {});</div>
|
||||
<div class="line"><a id="l00024" name="l00024"></a><span class="lineno"> 24</span> </div>
|
||||
<div class="line"><a id="l00025" name="l00025"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core_1_1fast.html#a534ef357eae24892684a6ecd866d3fab"> 25</a></span><a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a> <a class="code hl_function" href="namespacemlx_1_1core_1_1fast.html#a534ef357eae24892684a6ecd866d3fab">rope</a>(</div>
|
||||
<div class="line"><a id="l00026" name="l00026"></a><span class="lineno"> 26</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& x,</div>
|
||||
<div class="line"><a id="l00027" name="l00027"></a><span class="lineno"> 27</span> <span class="keywordtype">int</span> dims,</div>
|
||||
<div class="line"><a id="l00028" name="l00028"></a><span class="lineno"> 28</span> <span class="keywordtype">bool</span> traditional,</div>
|
||||
<div class="line"><a id="l00029" name="l00029"></a><span class="lineno"> 29</span> std::optional<float> base,</div>
|
||||
<div class="line"><a id="l00030" name="l00030"></a><span class="lineno"> 30</span> <span class="keywordtype">float</span> scale,</div>
|
||||
<div class="line"><a id="l00031" name="l00031"></a><span class="lineno"> 31</span> <span class="keywordtype">int</span> offset,</div>
|
||||
<div class="line"><a id="l00032" name="l00032"></a><span class="lineno"> 32</span> <span class="keyword">const</span> std::optional<array>& freqs = std::nullopt,</div>
|
||||
<div class="line"><a id="l00033" name="l00033"></a><span class="lineno"> 33</span> <a class="code hl_typedef" href="namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58">StreamOrDevice</a> s = {});</div>
|
||||
<div class="line"><a id="l00034" name="l00034"></a><span class="lineno"> 34</span> </div>
|
||||
<div class="line"><a id="l00036" name="l00036"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core_1_1fast.html#a8ff2129e77419b7cd32d149cab0766b9"> 36</a></span><a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a> <a class="code hl_function" href="namespacemlx_1_1core_1_1fast.html#a8ff2129e77419b7cd32d149cab0766b9">scaled_dot_product_attention</a>(</div>
|
||||
<div class="line"><a id="l00037" name="l00037"></a><span class="lineno"> 37</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& queries,</div>
|
||||
<div class="line"><a id="l00038" name="l00038"></a><span class="lineno"> 38</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& keys,</div>
|
||||
<div class="line"><a id="l00039" name="l00039"></a><span class="lineno"> 39</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& values,</div>
|
||||
<div class="line"><a id="l00040" name="l00040"></a><span class="lineno"> 40</span> <span class="keyword">const</span> <span class="keywordtype">float</span> scale,</div>
|
||||
<div class="line"><a id="l00041" name="l00041"></a><span class="lineno"> 41</span> <span class="keyword">const</span> std::optional<array>& mask = std::nullopt,</div>
|
||||
<div class="line"><a id="l00042" name="l00042"></a><span class="lineno"> 42</span> <span class="keyword">const</span> std::optional<int>& memory_efficient_threshold = std::nullopt,</div>
|
||||
<div class="line"><a id="l00043" name="l00043"></a><span class="lineno"> 43</span> <a class="code hl_typedef" href="namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58">StreamOrDevice</a> s = {});</div>
|
||||
<div class="line"><a id="l00044" name="l00044"></a><span class="lineno"> 44</span> </div>
|
||||
<div class="line"><a id="l00045" name="l00045"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core_1_1fast.html#aa4b5f6886b2288cb6dfdd8598579f080"> 45</a></span>std::tuple<array, array, array> <a class="code hl_function" href="namespacemlx_1_1core_1_1fast.html#aa4b5f6886b2288cb6dfdd8598579f080">affine_quantize</a>(</div>
|
||||
<div class="line"><a id="l00046" name="l00046"></a><span class="lineno"> 46</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& w,</div>
|
||||
<div class="line"><a id="l00047" name="l00047"></a><span class="lineno"> 47</span> <span class="keywordtype">int</span> group_size = 64,</div>
|
||||
<div class="line"><a id="l00048" name="l00048"></a><span class="lineno"> 48</span> <span class="keywordtype">int</span> bits = 4,</div>
|
||||
<div class="line"><a id="l00049" name="l00049"></a><span class="lineno"> 49</span> <a class="code hl_typedef" href="namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58">StreamOrDevice</a> s = {});</div>
|
||||
<div class="line"><a id="l00050" name="l00050"></a><span class="lineno"> 50</span> </div>
|
||||
<div class="line"><a id="l00051" name="l00051"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core_1_1fast.html#a638c7e9b9ea8677f01786d8f9738baf8"> 51</a></span><a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a> <a class="code hl_function" href="namespacemlx_1_1core_1_1fast.html#aa4b5f6886b2288cb6dfdd8598579f080">affine_quantize</a>(</div>
|
||||
<div class="line"><a id="l00052" name="l00052"></a><span class="lineno"> 52</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& w,</div>
|
||||
<div class="line"><a id="l00053" name="l00053"></a><span class="lineno"> 53</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& scales,</div>
|
||||
<div class="line"><a id="l00054" name="l00054"></a><span class="lineno"> 54</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& biases,</div>
|
||||
<div class="line"><a id="l00055" name="l00055"></a><span class="lineno"> 55</span> <span class="keywordtype">int</span> group_size = 64,</div>
|
||||
<div class="line"><a id="l00056" name="l00056"></a><span class="lineno"> 56</span> <span class="keywordtype">int</span> bits = 4,</div>
|
||||
<div class="line"><a id="l00057" name="l00057"></a><span class="lineno"> 57</span> <a class="code hl_typedef" href="namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58">StreamOrDevice</a> s = {});</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="namespacemlx_1_1core_1_1fast.html#a12c7ef41409d6fb378008e67b6fab328"> 59</a></span><a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a> <a class="code hl_function" href="namespacemlx_1_1core_1_1fast.html#a12c7ef41409d6fb378008e67b6fab328">affine_dequantize</a>(</div>
|
||||
<div class="line"><a id="l00060" name="l00060"></a><span class="lineno"> 60</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& w,</div>
|
||||
<div class="line"><a id="l00061" name="l00061"></a><span class="lineno"> 61</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& scales,</div>
|
||||
<div class="line"><a id="l00062" name="l00062"></a><span class="lineno"> 62</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& biases,</div>
|
||||
<div class="line"><a id="l00063" name="l00063"></a><span class="lineno"> 63</span> <span class="keywordtype">int</span> group_size = 64,</div>
|
||||
<div class="line"><a id="l00064" name="l00064"></a><span class="lineno"> 64</span> <span class="keywordtype">int</span> bits = 4,</div>
|
||||
<div class="line"><a id="l00065" name="l00065"></a><span class="lineno"> 65</span> <a class="code hl_typedef" href="namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58">StreamOrDevice</a> s = {});</div>
|
||||
<div class="line"><a id="l00066" name="l00066"></a><span class="lineno"> 66</span> </div>
|
||||
<div class="line"><a id="l00067" name="l00067"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core_1_1fast.html#a9390693ff7be931f3ef3428e2ea4c3f9"> 67</a></span><span class="keyword">typedef</span> std::variant<int, bool, Dtype> <a class="code hl_typedef" href="namespacemlx_1_1core_1_1fast.html#a9390693ff7be931f3ef3428e2ea4c3f9">TemplateArg</a>;</div>
|
||||
<div class="line"><a id="l00068" name="l00068"></a><span class="lineno"> 68</span> </div>
|
||||
<div class="foldopen" id="foldopen00069" data-start="{" data-end="};">
|
||||
<div class="line"><a id="l00069" name="l00069"></a><span class="lineno"><a class="line" href="classmlx_1_1core_1_1fast_1_1_metal_kernel.html"> 69</a></span><span class="keyword">class </span><a class="code hl_class" href="classmlx_1_1core_1_1fast_1_1_metal_kernel.html">MetalKernel</a> {</div>
|
||||
<div class="line"><a id="l00070" name="l00070"></a><span class="lineno"> 70</span> <span class="keyword">public</span>:</div>
|
||||
<div class="foldopen" id="foldopen00071" data-start="{" data-end="}">
|
||||
<div class="line"><a id="l00071" name="l00071"></a><span class="lineno"><a class="line" href="classmlx_1_1core_1_1fast_1_1_metal_kernel.html#aa3bb7e33f51b36b1d91c551b6aa711b4"> 71</a></span> <a class="code hl_function" href="classmlx_1_1core_1_1fast_1_1_metal_kernel.html#aa3bb7e33f51b36b1d91c551b6aa711b4">MetalKernel</a>(</div>
|
||||
<div class="line"><a id="l00072" name="l00072"></a><span class="lineno"> 72</span> <span class="keyword">const</span> std::string& name,</div>
|
||||
<div class="line"><a id="l00073" name="l00073"></a><span class="lineno"> 73</span> <span class="keyword">const</span> std::string& source,</div>
|
||||
<div class="line"><a id="l00074" name="l00074"></a><span class="lineno"> 74</span> <span class="keywordtype">bool</span> ensure_row_contiguous)</div>
|
||||
<div class="line"><a id="l00075" name="l00075"></a><span class="lineno"> 75</span> : name_(name),</div>
|
||||
<div class="line"><a id="l00076" name="l00076"></a><span class="lineno"> 76</span> source_(source),</div>
|
||||
<div class="line"><a id="l00077" name="l00077"></a><span class="lineno"> 77</span> ensure_row_contiguous_(ensure_row_contiguous) {}</div>
|
||||
</div>
|
||||
<div class="line"><a id="l00078" name="l00078"></a><span class="lineno"> 78</span> </div>
|
||||
<div class="line"><a id="l00079" name="l00079"></a><span class="lineno"><a class="line" href="classmlx_1_1core_1_1fast_1_1_metal_kernel.html#afcb6509d9140bd9b9b419881a3a998cb"> 79</a></span> std::map<std::string, array> <a class="code hl_function" href="classmlx_1_1core_1_1fast_1_1_metal_kernel.html#afcb6509d9140bd9b9b419881a3a998cb">operator()</a>(</div>
|
||||
<div class="line"><a id="l00080" name="l00080"></a><span class="lineno"> 80</span> std::map<std::string, array>& inputs,</div>
|
||||
<div class="line"><a id="l00081" name="l00081"></a><span class="lineno"> 81</span> std::map<std::string, std::vector<int>> output_shapes,</div>
|
||||
<div class="line"><a id="l00082" name="l00082"></a><span class="lineno"> 82</span> std::map<std::string, Dtype> output_dtypes,</div>
|
||||
<div class="line"><a id="l00083" name="l00083"></a><span class="lineno"> 83</span> std::tuple<int, int, int> grid,</div>
|
||||
<div class="line"><a id="l00084" name="l00084"></a><span class="lineno"> 84</span> std::tuple<int, int, int> threadgroup,</div>
|
||||
<div class="line"><a id="l00085" name="l00085"></a><span class="lineno"> 85</span> std::optional<std::map<std::string, TemplateArg>> template_args =</div>
|
||||
<div class="line"><a id="l00086" name="l00086"></a><span class="lineno"> 86</span> std::nullopt,</div>
|
||||
<div class="line"><a id="l00087" name="l00087"></a><span class="lineno"> 87</span> <span class="keywordtype">bool</span> verbose = <span class="keyword">false</span>,</div>
|
||||
<div class="line"><a id="l00088" name="l00088"></a><span class="lineno"> 88</span> <a class="code hl_typedef" href="namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58">StreamOrDevice</a> s = {});</div>
|
||||
<div class="line"><a id="l00089" name="l00089"></a><span class="lineno"> 89</span> </div>
|
||||
<div class="line"><a id="l00090" name="l00090"></a><span class="lineno"> 90</span> <span class="keyword">private</span>:</div>
|
||||
<div class="line"><a id="l00091" name="l00091"></a><span class="lineno"> 91</span> std::string name_;</div>
|
||||
<div class="line"><a id="l00092" name="l00092"></a><span class="lineno"> 92</span> std::string source_;</div>
|
||||
<div class="line"><a id="l00093" name="l00093"></a><span class="lineno"> 93</span> <span class="keywordtype">bool</span> ensure_row_contiguous_ = <span class="keyword">true</span>;</div>
|
||||
<div class="line"><a id="l00094" name="l00094"></a><span class="lineno"> 94</span>};</div>
|
||||
</div>
|
||||
<div class="line"><a id="l00095" name="l00095"></a><span class="lineno"> 95</span>} <span class="comment">// namespace mlx::core::fast</span></div>
|
||||
<div class="line"><a id="l00005" name="l00005"></a><span class="lineno"> 5</span><span class="preprocessor">#include <optional></span></div>
|
||||
<div class="line"><a id="l00006" name="l00006"></a><span class="lineno"> 6</span> </div>
|
||||
<div class="line"><a id="l00007" name="l00007"></a><span class="lineno"> 7</span><span class="preprocessor">#include "<a class="code" href="utils_8h.html">mlx/utils.h</a>"</span></div>
|
||||
<div class="line"><a id="l00008" name="l00008"></a><span class="lineno"> 8</span> </div>
|
||||
<div class="foldopen" id="foldopen00009" data-start="{" data-end="}">
|
||||
<div class="line"><a id="l00009" name="l00009"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core_1_1fast.html"> 9</a></span><span class="keyword">namespace </span><a class="code hl_namespace" href="namespacemlx_1_1core_1_1fast.html">mlx::core::fast</a> {</div>
|
||||
<div class="line"><a id="l00010" name="l00010"></a><span class="lineno"> 10</span> </div>
|
||||
<div class="line"><a id="l00011" name="l00011"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core_1_1fast.html#ac7b620275c6386f822b7aacc6b312e62"> 11</a></span><a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a> <a class="code hl_function" href="namespacemlx_1_1core_1_1fast.html#ac7b620275c6386f822b7aacc6b312e62">rms_norm</a>(</div>
|
||||
<div class="line"><a id="l00012" name="l00012"></a><span class="lineno"> 12</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& x,</div>
|
||||
<div class="line"><a id="l00013" name="l00013"></a><span class="lineno"> 13</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& weight,</div>
|
||||
<div class="line"><a id="l00014" name="l00014"></a><span class="lineno"> 14</span> <span class="keywordtype">float</span> eps,</div>
|
||||
<div class="line"><a id="l00015" name="l00015"></a><span class="lineno"> 15</span> <a class="code hl_typedef" href="namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58">StreamOrDevice</a> s = {});</div>
|
||||
<div class="line"><a id="l00016" name="l00016"></a><span class="lineno"> 16</span> </div>
|
||||
<div class="line"><a id="l00017" name="l00017"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core_1_1fast.html#a01bd533ebd0e2415c4ee30032d51d7bf"> 17</a></span><a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a> <a class="code hl_function" href="namespacemlx_1_1core_1_1fast.html#a01bd533ebd0e2415c4ee30032d51d7bf">layer_norm</a>(</div>
|
||||
<div class="line"><a id="l00018" name="l00018"></a><span class="lineno"> 18</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& x,</div>
|
||||
<div class="line"><a id="l00019" name="l00019"></a><span class="lineno"> 19</span> <span class="keyword">const</span> std::optional<array>& weight,</div>
|
||||
<div class="line"><a id="l00020" name="l00020"></a><span class="lineno"> 20</span> <span class="keyword">const</span> std::optional<array>& bias,</div>
|
||||
<div class="line"><a id="l00021" name="l00021"></a><span class="lineno"> 21</span> <span class="keywordtype">float</span> eps,</div>
|
||||
<div class="line"><a id="l00022" name="l00022"></a><span class="lineno"> 22</span> <a class="code hl_typedef" href="namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58">StreamOrDevice</a> s = {});</div>
|
||||
<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="namespacemlx_1_1core_1_1fast.html#a534ef357eae24892684a6ecd866d3fab"> 24</a></span><a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a> <a class="code hl_function" href="namespacemlx_1_1core_1_1fast.html#a534ef357eae24892684a6ecd866d3fab">rope</a>(</div>
|
||||
<div class="line"><a id="l00025" name="l00025"></a><span class="lineno"> 25</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& x,</div>
|
||||
<div class="line"><a id="l00026" name="l00026"></a><span class="lineno"> 26</span> <span class="keywordtype">int</span> dims,</div>
|
||||
<div class="line"><a id="l00027" name="l00027"></a><span class="lineno"> 27</span> <span class="keywordtype">bool</span> traditional,</div>
|
||||
<div class="line"><a id="l00028" name="l00028"></a><span class="lineno"> 28</span> std::optional<float> base,</div>
|
||||
<div class="line"><a id="l00029" name="l00029"></a><span class="lineno"> 29</span> <span class="keywordtype">float</span> scale,</div>
|
||||
<div class="line"><a id="l00030" name="l00030"></a><span class="lineno"> 30</span> <span class="keywordtype">int</span> offset,</div>
|
||||
<div class="line"><a id="l00031" name="l00031"></a><span class="lineno"> 31</span> <span class="keyword">const</span> std::optional<array>& freqs = std::nullopt,</div>
|
||||
<div class="line"><a id="l00032" name="l00032"></a><span class="lineno"> 32</span> <a class="code hl_typedef" href="namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58">StreamOrDevice</a> s = {});</div>
|
||||
<div class="line"><a id="l00033" name="l00033"></a><span class="lineno"> 33</span> </div>
|
||||
<div class="line"><a id="l00035" name="l00035"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core_1_1fast.html#a3663b50265b0a9c0cca2b5376852e059"> 35</a></span><a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a> <a class="code hl_function" href="namespacemlx_1_1core_1_1fast.html#a3663b50265b0a9c0cca2b5376852e059">scaled_dot_product_attention</a>(</div>
|
||||
<div class="line"><a id="l00036" name="l00036"></a><span class="lineno"> 36</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& queries,</div>
|
||||
<div class="line"><a id="l00037" name="l00037"></a><span class="lineno"> 37</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& keys,</div>
|
||||
<div class="line"><a id="l00038" name="l00038"></a><span class="lineno"> 38</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& values,</div>
|
||||
<div class="line"><a id="l00039" name="l00039"></a><span class="lineno"> 39</span> <span class="keyword">const</span> <span class="keywordtype">float</span> scale,</div>
|
||||
<div class="line"><a id="l00040" name="l00040"></a><span class="lineno"> 40</span> <span class="keyword">const</span> std::optional<array>& mask = std::nullopt,</div>
|
||||
<div class="line"><a id="l00041" name="l00041"></a><span class="lineno"> 41</span> <span class="keyword">const</span> std::optional<int> memory_efficient_threshold = std::nullopt,</div>
|
||||
<div class="line"><a id="l00042" name="l00042"></a><span class="lineno"> 42</span> <a class="code hl_typedef" href="namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58">StreamOrDevice</a> s = {});</div>
|
||||
<div class="line"><a id="l00043" name="l00043"></a><span class="lineno"> 43</span> </div>
|
||||
<div class="line"><a id="l00044" name="l00044"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core_1_1fast.html#aa4b5f6886b2288cb6dfdd8598579f080"> 44</a></span>std::tuple<array, array, array> <a class="code hl_function" href="namespacemlx_1_1core_1_1fast.html#aa4b5f6886b2288cb6dfdd8598579f080">affine_quantize</a>(</div>
|
||||
<div class="line"><a id="l00045" name="l00045"></a><span class="lineno"> 45</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& w,</div>
|
||||
<div class="line"><a id="l00046" name="l00046"></a><span class="lineno"> 46</span> <span class="keywordtype">int</span> group_size = 64,</div>
|
||||
<div class="line"><a id="l00047" name="l00047"></a><span class="lineno"> 47</span> <span class="keywordtype">int</span> bits = 4,</div>
|
||||
<div class="line"><a id="l00048" name="l00048"></a><span class="lineno"> 48</span> <a class="code hl_typedef" href="namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58">StreamOrDevice</a> s = {});</div>
|
||||
<div class="line"><a id="l00049" name="l00049"></a><span class="lineno"> 49</span> </div>
|
||||
<div class="line"><a id="l00050" name="l00050"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core_1_1fast.html#a638c7e9b9ea8677f01786d8f9738baf8"> 50</a></span><a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a> <a class="code hl_function" href="namespacemlx_1_1core_1_1fast.html#aa4b5f6886b2288cb6dfdd8598579f080">affine_quantize</a>(</div>
|
||||
<div class="line"><a id="l00051" name="l00051"></a><span class="lineno"> 51</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& w,</div>
|
||||
<div class="line"><a id="l00052" name="l00052"></a><span class="lineno"> 52</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& scales,</div>
|
||||
<div class="line"><a id="l00053" name="l00053"></a><span class="lineno"> 53</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& biases,</div>
|
||||
<div class="line"><a id="l00054" name="l00054"></a><span class="lineno"> 54</span> <span class="keywordtype">int</span> group_size = 64,</div>
|
||||
<div class="line"><a id="l00055" name="l00055"></a><span class="lineno"> 55</span> <span class="keywordtype">int</span> bits = 4,</div>
|
||||
<div class="line"><a id="l00056" name="l00056"></a><span class="lineno"> 56</span> <a class="code hl_typedef" href="namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58">StreamOrDevice</a> s = {});</div>
|
||||
<div class="line"><a id="l00057" name="l00057"></a><span class="lineno"> 57</span> </div>
|
||||
<div class="line"><a id="l00058" name="l00058"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core_1_1fast.html#a12c7ef41409d6fb378008e67b6fab328"> 58</a></span><a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a> <a class="code hl_function" href="namespacemlx_1_1core_1_1fast.html#a12c7ef41409d6fb378008e67b6fab328">affine_dequantize</a>(</div>
|
||||
<div class="line"><a id="l00059" name="l00059"></a><span class="lineno"> 59</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& w,</div>
|
||||
<div class="line"><a id="l00060" name="l00060"></a><span class="lineno"> 60</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& scales,</div>
|
||||
<div class="line"><a id="l00061" name="l00061"></a><span class="lineno"> 61</span> <span class="keyword">const</span> <a class="code hl_class" href="classmlx_1_1core_1_1array.html">array</a>& biases,</div>
|
||||
<div class="line"><a id="l00062" name="l00062"></a><span class="lineno"> 62</span> <span class="keywordtype">int</span> group_size = 64,</div>
|
||||
<div class="line"><a id="l00063" name="l00063"></a><span class="lineno"> 63</span> <span class="keywordtype">int</span> bits = 4,</div>
|
||||
<div class="line"><a id="l00064" name="l00064"></a><span class="lineno"> 64</span> <a class="code hl_typedef" href="namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58">StreamOrDevice</a> s = {});</div>
|
||||
<div class="line"><a id="l00065" name="l00065"></a><span class="lineno"> 65</span> </div>
|
||||
<div class="line"><a id="l00066" name="l00066"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core_1_1fast.html#a9390693ff7be931f3ef3428e2ea4c3f9"> 66</a></span><span class="keyword">typedef</span> std::variant<int, bool, Dtype> <a class="code hl_typedef" href="namespacemlx_1_1core_1_1fast.html#a9390693ff7be931f3ef3428e2ea4c3f9">TemplateArg</a>;</div>
|
||||
<div class="line"><a id="l00067" name="l00067"></a><span class="lineno"> 67</span> </div>
|
||||
<div class="line"><a id="l00068" name="l00068"></a><span class="lineno"> 68</span><span class="keyword">typedef</span> std::function<std::vector<array>(</div>
|
||||
<div class="line"><a id="l00069" name="l00069"></a><span class="lineno"> 69</span> <span class="keyword">const</span> std::vector<array>&,</div>
|
||||
<div class="line"><a id="l00070" name="l00070"></a><span class="lineno"> 70</span> <span class="keyword">const</span> std::vector<std::vector<int>>&,</div>
|
||||
<div class="line"><a id="l00071" name="l00071"></a><span class="lineno"> 71</span> <span class="keyword">const</span> std::vector<Dtype>&,</div>
|
||||
<div class="line"><a id="l00072" name="l00072"></a><span class="lineno"> 72</span> std::tuple<int, int, int>,</div>
|
||||
<div class="line"><a id="l00073" name="l00073"></a><span class="lineno"> 73</span> std::tuple<int, int, int>,</div>
|
||||
<div class="line"><a id="l00074" name="l00074"></a><span class="lineno"> 74</span> std::vector<std::pair<std::string, TemplateArg>>,</div>
|
||||
<div class="line"><a id="l00075" name="l00075"></a><span class="lineno"> 75</span> std::optional<float>,</div>
|
||||
<div class="line"><a id="l00076" name="l00076"></a><span class="lineno"> 76</span> <span class="keywordtype">bool</span>,</div>
|
||||
<div class="line"><a id="l00077" name="l00077"></a><span class="lineno"> 77</span> <a class="code hl_typedef" href="namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58">StreamOrDevice</a>)></div>
|
||||
<div class="line"><a id="l00078" name="l00078"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core_1_1fast.html#af93ccb7be1562f8f40abcbc4243fc8d5"> 78</a></span> <a class="code hl_typedef" href="namespacemlx_1_1core_1_1fast.html#af93ccb7be1562f8f40abcbc4243fc8d5">MetalKernelFunction</a>;</div>
|
||||
<div class="line"><a id="l00079" name="l00079"></a><span class="lineno"> 79</span> </div>
|
||||
<div class="line"><a id="l00080" name="l00080"></a><span class="lineno"><a class="line" href="namespacemlx_1_1core_1_1fast.html#ab16436b465dc10ce472193d541d8426e"> 80</a></span><a class="code hl_typedef" href="namespacemlx_1_1core_1_1fast.html#af93ccb7be1562f8f40abcbc4243fc8d5">MetalKernelFunction</a> <a class="code hl_function" href="namespacemlx_1_1core_1_1fast.html#ab16436b465dc10ce472193d541d8426e">metal_kernel</a>(</div>
|
||||
<div class="line"><a id="l00081" name="l00081"></a><span class="lineno"> 81</span> <span class="keyword">const</span> std::string& name,</div>
|
||||
<div class="line"><a id="l00082" name="l00082"></a><span class="lineno"> 82</span> <span class="keyword">const</span> std::vector<std::string>& input_names,</div>
|
||||
<div class="line"><a id="l00083" name="l00083"></a><span class="lineno"> 83</span> <span class="keyword">const</span> std::vector<std::string>& output_names,</div>
|
||||
<div class="line"><a id="l00084" name="l00084"></a><span class="lineno"> 84</span> <span class="keyword">const</span> std::string& source,</div>
|
||||
<div class="line"><a id="l00085" name="l00085"></a><span class="lineno"> 85</span> <span class="keyword">const</span> std::string& header = <span class="stringliteral">""</span>,</div>
|
||||
<div class="line"><a id="l00086" name="l00086"></a><span class="lineno"> 86</span> <span class="keywordtype">bool</span> ensure_row_contiguous = <span class="keyword">true</span>,</div>
|
||||
<div class="line"><a id="l00087" name="l00087"></a><span class="lineno"> 87</span> <span class="keywordtype">bool</span> atomic_outputs = <span class="keyword">false</span>);</div>
|
||||
<div class="line"><a id="l00088" name="l00088"></a><span class="lineno"> 88</span> </div>
|
||||
<div class="line"><a id="l00089" name="l00089"></a><span class="lineno"> 89</span>} <span class="comment">// namespace mlx::core::fast</span></div>
|
||||
</div>
|
||||
<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>
|
||||
<div class="ttc" id="aclassmlx_1_1core_1_1fast_1_1_metal_kernel_html"><div class="ttname"><a href="classmlx_1_1core_1_1fast_1_1_metal_kernel.html">mlx::core::fast::MetalKernel</a></div><div class="ttdef"><b>Definition</b> fast.h:69</div></div>
|
||||
<div class="ttc" id="aclassmlx_1_1core_1_1fast_1_1_metal_kernel_html_aa3bb7e33f51b36b1d91c551b6aa711b4"><div class="ttname"><a href="classmlx_1_1core_1_1fast_1_1_metal_kernel.html#aa3bb7e33f51b36b1d91c551b6aa711b4">mlx::core::fast::MetalKernel::MetalKernel</a></div><div class="ttdeci">MetalKernel(const std::string &name, const std::string &source, bool ensure_row_contiguous)</div><div class="ttdef"><b>Definition</b> fast.h:71</div></div>
|
||||
<div class="ttc" id="aclassmlx_1_1core_1_1fast_1_1_metal_kernel_html_afcb6509d9140bd9b9b419881a3a998cb"><div class="ttname"><a href="classmlx_1_1core_1_1fast_1_1_metal_kernel.html#afcb6509d9140bd9b9b419881a3a998cb">mlx::core::fast::MetalKernel::operator()</a></div><div class="ttdeci">std::map< std::string, array > operator()(std::map< std::string, array > &inputs, std::map< std::string, std::vector< int > > output_shapes, std::map< std::string, Dtype > output_dtypes, std::tuple< int, int, int > grid, std::tuple< int, int, int > threadgroup, std::optional< std::map< std::string, TemplateArg > > template_args=std::nullopt, bool verbose=false, StreamOrDevice s={})</div></div>
|
||||
<div class="ttc" id="anamespacemlx_1_1core_1_1fast_html"><div class="ttname"><a href="namespacemlx_1_1core_1_1fast.html">mlx::core::fast</a></div><div class="ttdef"><b>Definition</b> fast.h:10</div></div>
|
||||
<div class="ttc" id="anamespacemlx_1_1core_1_1fast_html"><div class="ttname"><a href="namespacemlx_1_1core_1_1fast.html">mlx::core::fast</a></div><div class="ttdef"><b>Definition</b> fast.h:9</div></div>
|
||||
<div class="ttc" id="anamespacemlx_1_1core_1_1fast_html_a01bd533ebd0e2415c4ee30032d51d7bf"><div class="ttname"><a href="namespacemlx_1_1core_1_1fast.html#a01bd533ebd0e2415c4ee30032d51d7bf">mlx::core::fast::layer_norm</a></div><div class="ttdeci">array layer_norm(const array &x, const std::optional< array > &weight, const std::optional< array > &bias, float eps, StreamOrDevice s={})</div></div>
|
||||
<div class="ttc" id="anamespacemlx_1_1core_1_1fast_html_a12c7ef41409d6fb378008e67b6fab328"><div class="ttname"><a href="namespacemlx_1_1core_1_1fast.html#a12c7ef41409d6fb378008e67b6fab328">mlx::core::fast::affine_dequantize</a></div><div class="ttdeci">array affine_dequantize(const array &w, const array &scales, const array &biases, int group_size=64, int bits=4, StreamOrDevice s={})</div></div>
|
||||
<div class="ttc" id="anamespacemlx_1_1core_1_1fast_html_a3663b50265b0a9c0cca2b5376852e059"><div class="ttname"><a href="namespacemlx_1_1core_1_1fast.html#a3663b50265b0a9c0cca2b5376852e059">mlx::core::fast::scaled_dot_product_attention</a></div><div class="ttdeci">array scaled_dot_product_attention(const array &queries, const array &keys, const array &values, const float scale, const std::optional< array > &mask=std::nullopt, const std::optional< int > memory_efficient_threshold=std::nullopt, StreamOrDevice s={})</div><div class="ttdoc">Computes: O = softmax(Q @ K.T) @ V.</div></div>
|
||||
<div class="ttc" id="anamespacemlx_1_1core_1_1fast_html_a534ef357eae24892684a6ecd866d3fab"><div class="ttname"><a href="namespacemlx_1_1core_1_1fast.html#a534ef357eae24892684a6ecd866d3fab">mlx::core::fast::rope</a></div><div class="ttdeci">array rope(const array &x, int dims, bool traditional, std::optional< float > base, float scale, int offset, const std::optional< array > &freqs=std::nullopt, StreamOrDevice s={})</div></div>
|
||||
<div class="ttc" id="anamespacemlx_1_1core_1_1fast_html_a8ff2129e77419b7cd32d149cab0766b9"><div class="ttname"><a href="namespacemlx_1_1core_1_1fast.html#a8ff2129e77419b7cd32d149cab0766b9">mlx::core::fast::scaled_dot_product_attention</a></div><div class="ttdeci">array scaled_dot_product_attention(const array &queries, const array &keys, const array &values, const float scale, const std::optional< array > &mask=std::nullopt, const std::optional< int > &memory_efficient_threshold=std::nullopt, StreamOrDevice s={})</div><div class="ttdoc">Computes: O = softmax(Q @ K.T) @ V.</div></div>
|
||||
<div class="ttc" id="anamespacemlx_1_1core_1_1fast_html_a9390693ff7be931f3ef3428e2ea4c3f9"><div class="ttname"><a href="namespacemlx_1_1core_1_1fast.html#a9390693ff7be931f3ef3428e2ea4c3f9">mlx::core::fast::TemplateArg</a></div><div class="ttdeci">std::variant< int, bool, Dtype > TemplateArg</div><div class="ttdef"><b>Definition</b> fast.h:67</div></div>
|
||||
<div class="ttc" id="anamespacemlx_1_1core_1_1fast_html_a9390693ff7be931f3ef3428e2ea4c3f9"><div class="ttname"><a href="namespacemlx_1_1core_1_1fast.html#a9390693ff7be931f3ef3428e2ea4c3f9">mlx::core::fast::TemplateArg</a></div><div class="ttdeci">std::variant< int, bool, Dtype > TemplateArg</div><div class="ttdef"><b>Definition</b> fast.h:66</div></div>
|
||||
<div class="ttc" id="anamespacemlx_1_1core_1_1fast_html_aa4b5f6886b2288cb6dfdd8598579f080"><div class="ttname"><a href="namespacemlx_1_1core_1_1fast.html#aa4b5f6886b2288cb6dfdd8598579f080">mlx::core::fast::affine_quantize</a></div><div class="ttdeci">std::tuple< array, array, array > affine_quantize(const array &w, int group_size=64, int bits=4, StreamOrDevice s={})</div></div>
|
||||
<div class="ttc" id="anamespacemlx_1_1core_1_1fast_html_ab16436b465dc10ce472193d541d8426e"><div class="ttname"><a href="namespacemlx_1_1core_1_1fast.html#ab16436b465dc10ce472193d541d8426e">mlx::core::fast::metal_kernel</a></div><div class="ttdeci">MetalKernelFunction metal_kernel(const std::string &name, const std::vector< std::string > &input_names, const std::vector< std::string > &output_names, const std::string &source, const std::string &header="", bool ensure_row_contiguous=true, bool atomic_outputs=false)</div></div>
|
||||
<div class="ttc" id="anamespacemlx_1_1core_1_1fast_html_ac7b620275c6386f822b7aacc6b312e62"><div class="ttname"><a href="namespacemlx_1_1core_1_1fast.html#ac7b620275c6386f822b7aacc6b312e62">mlx::core::fast::rms_norm</a></div><div class="ttdeci">array rms_norm(const array &x, const array &weight, float eps, StreamOrDevice s={})</div></div>
|
||||
<div class="ttc" id="anamespacemlx_1_1core_1_1fast_html_af93ccb7be1562f8f40abcbc4243fc8d5"><div class="ttname"><a href="namespacemlx_1_1core_1_1fast.html#af93ccb7be1562f8f40abcbc4243fc8d5">mlx::core::fast::MetalKernelFunction</a></div><div class="ttdeci">std::function< std::vector< array >(const std::vector< array > &, const std::vector< std::vector< int > > &, const std::vector< Dtype > &, std::tuple< int, int, int >, std::tuple< int, int, int >, std::vector< std::pair< std::string, TemplateArg > >, std::optional< float >, bool, StreamOrDevice) MetalKernelFunction)</div><div class="ttdef"><b>Definition</b> fast.h:78</div></div>
|
||||
<div class="ttc" id="anamespacemlx_1_1core_html_a95fc1013cc48fbfee0c54310711a5e58"><div class="ttname"><a href="namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58">mlx::core::StreamOrDevice</a></div><div class="ttdeci">std::variant< std::monostate, Stream, Device > StreamOrDevice</div><div class="ttdef"><b>Definition</b> utils.h:14</div></div>
|
||||
<div class="ttc" id="autils_8h_html"><div class="ttname"><a href="utils_8h.html">utils.h</a></div></div>
|
||||
</div><!-- fragment --></div><!-- contents -->
|
||||
|
||||
Reference in New Issue
Block a user