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< a href = "fast__primitives_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" > #include < optional> < / 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 " < a class = "code" href = "primitives_8h.html" > mlx/primitives.h< / a > " < / 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 = "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 = "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 = "comment" > // Custom primitive accepts a fallback function which it uses for< / span > < / div >
< div class = "line" > < a id = "l00010" name = "l00010" > < / a > < span class = "lineno" > 10< / span > < span class = "comment" > // transformations. Transformations are virtual so that derived classes may< / span > < / div >
< div class = "line" > < a id = "l00011" name = "l00011" > < / a > < span class = "lineno" > 11< / span > < span class = "comment" > // override the default behavior.< / 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 = "classmlx_1_1core_1_1fast_1_1_custom.html" > 12< / a > < / span > < span class = "keyword" > class < / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_custom.html" > Custom< / a > : < span class = "keyword" > public< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1_primitive.html" > Primitive< / a > {< / div >
< div class = "line" > < a id = "l00013" name = "l00013" > < / a > < span class = "lineno" > 13< / span > < span class = "keyword" > public< / span > :< / div >
< div class = "foldopen" id = "foldopen00014" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00014" name = "l00014" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_custom.html#a4186fea23f7156c38960426821fca313" > 14< / a > < / span > < span class = "keyword" > explicit< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_custom.html#a4186fea23f7156c38960426821fca313" > Custom< / a > (< / div >
< div class = "line" > < a id = "l00015" name = "l00015" > < / a > < span class = "lineno" > 15< / span > < a class = "code hl_struct" href = "structmlx_1_1core_1_1_stream.html" > Stream< / a > < a class = "code hl_function" href = "classmlx_1_1core_1_1_primitive.html#a46e6257397a662528f9f831842ac456a" > stream< / a > ,< / div >
< div class = "line" > < a id = "l00016" name = "l00016" > < / a > < span class = "lineno" > 16< / span > std::function< std::vector< array> (std::vector< array> )> fallback)< / div >
< div class = "line" > < a id = "l00017" name = "l00017" > < / a > < span class = "lineno" > 17< / span > : < a class = "code hl_class" href = "classmlx_1_1core_1_1_primitive.html" > Primitive< / a > (< a class = "code hl_function" href = "classmlx_1_1core_1_1_primitive.html#a46e6257397a662528f9f831842ac456a" > stream< / a > ), fallback_(fallback) {}< / div >
< / div >
< div class = "line" > < a id = "l00018" name = "l00018" > < / a > < span class = "lineno" > 18< / span > < / div >
< div class = "line" > < a id = "l00019" name = "l00019" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_custom.html#a7f4c3a4c48c6807faa36fb31e39dad8d" > 19< / a > < / span > < span class = "keyword" > virtual< / span > std::pair< std::vector< array> , std::vector< int> > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_custom.html#a7f4c3a4c48c6807faa36fb31e39dad8d" > vmap< / a > (< / div >
< div class = "line" > < a id = "l00020" name = "l00020" > < / a > < span class = "lineno" > 20< / span > < span class = "keyword" > const< / span > std::vector< array> & inputs,< / div >
< div class = "line" > < a id = "l00021" name = "l00021" > < / a > < span class = "lineno" > 21< / span > < span class = "keyword" > const< / span > std::vector< int> & axes) < span class = "keyword" > override< / span > ;< / div >
< div class = "line" > < a id = "l00022" name = "l00022" > < / a > < span class = "lineno" > 22< / span > < / div >
< div class = "line" > < a id = "l00023" name = "l00023" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_custom.html#ac77b28702654df8e7d882a49357a9584" > 23< / a > < / span > < span class = "keyword" > virtual< / span > std::vector< array> < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_custom.html#ac77b28702654df8e7d882a49357a9584" > jvp< / a > (< / div >
< div class = "line" > < a id = "l00024" name = "l00024" > < / a > < span class = "lineno" > 24< / span > < span class = "keyword" > const< / span > std::vector< array> & primals,< / div >
< div class = "line" > < a id = "l00025" name = "l00025" > < / a > < span class = "lineno" > 25< / span > < span class = "keyword" > const< / span > std::vector< array> & tangents,< / div >
< div class = "line" > < a id = "l00026" name = "l00026" > < / a > < span class = "lineno" > 26< / span > < span class = "keyword" > const< / span > std::vector< int> & argnums) < span class = "keyword" > override< / span > ;< / div >
< div class = "line" > < a id = "l00027" name = "l00027" > < / a > < span class = "lineno" > 27< / span > < / div >
< div class = "line" > < a id = "l00028" name = "l00028" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_custom.html#a74be4bcd0382f7f6400bf73fd5569c91" > 28< / a > < / span > < span class = "keyword" > virtual< / span > std::vector< array> < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_custom.html#a74be4bcd0382f7f6400bf73fd5569c91" > vjp< / a > (< / div >
< div class = "line" > < a id = "l00029" name = "l00029" > < / a > < span class = "lineno" > 29< / span > < span class = "keyword" > const< / span > std::vector< array> & primals,< / div >
< div class = "line" > < a id = "l00030" name = "l00030" > < / a > < span class = "lineno" > 30< / span > < span class = "keyword" > const< / span > std::vector< array> & cotangents,< / div >
< div class = "line" > < a id = "l00031" name = "l00031" > < / a > < span class = "lineno" > 31< / span > < span class = "keyword" > const< / span > std::vector< int> & argnums,< / div >
< div class = "line" > < a id = "l00032" name = "l00032" > < / a > < span class = "lineno" > 32< / span > < span class = "keyword" > const< / span > std::vector< array> & outputs) < span class = "keyword" > override< / span > ;< / div >
< div class = "line" > < a id = "l00033" name = "l00033" > < / a > < span class = "lineno" > 33< / span > < / div >
< div class = "line" > < a id = "l00034" name = "l00034" > < / a > < span class = "lineno" > 34< / span > < span class = "keyword" > private< / span > :< / div >
< div class = "line" > < a id = "l00035" name = "l00035" > < / a > < span class = "lineno" > 35< / span > std::function< std::vector< array> (std::vector< array> )> fallback_;< / div >
< div class = "line" > < a id = "l00036" name = "l00036" > < / a > < span class = "lineno" > 36< / span > };< / div >
< / div >
< div class = "line" > < a id = "l00037" name = "l00037" > < / a > < span class = "lineno" > 37< / span > < / div >
< div class = "foldopen" id = "foldopen00038" data-start = "{" data-end = "};" >
< div class = "line" > < a id = "l00038" name = "l00038" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html" > 38< / a > < / span > < span class = "keyword" > class < / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html" > RMSNorm< / a > : < span class = "keyword" > public< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_custom.html" > Custom< / a > {< / div >
< div class = "line" > < a id = "l00039" name = "l00039" > < / a > < span class = "lineno" > 39< / span > < span class = "keyword" > public< / span > :< / div >
< div class = "foldopen" id = "foldopen00040" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00040" name = "l00040" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#a22adaff0749711263388ec151fcfebe2" > 40< / a > < / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#a22adaff0749711263388ec151fcfebe2" > RMSNorm< / a > (< / div >
< div class = "line" > < a id = "l00041" name = "l00041" > < / a > < span class = "lineno" > 41< / span > < a class = "code hl_struct" href = "structmlx_1_1core_1_1_stream.html" > Stream< / a > < a class = "code hl_function" href = "classmlx_1_1core_1_1_primitive.html#a46e6257397a662528f9f831842ac456a" > stream< / a > ,< / div >
< div class = "line" > < a id = "l00042" name = "l00042" > < / a > < span class = "lineno" > 42< / span > std::function< std::vector< array> (std::vector< array> )> fallback,< / div >
< div class = "line" > < a id = "l00043" name = "l00043" > < / a > < span class = "lineno" > 43< / span > < span class = "keywordtype" > float< / span > eps)< / div >
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< div class = "line" > < a id = "l00044" name = "l00044" > < / a > < span class = "lineno" > 44< / span > : < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_custom.html" > Custom< / a > (< a class = "code hl_function" href = "classmlx_1_1core_1_1_primitive.html#a46e6257397a662528f9f831842ac456a" > stream< / a > , fallback), < a class = "code hl_variable" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#abbb87759ed47c966ca644375e4b2ce69" > eps_< / a > (eps) {}< / div >
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< / div >
< div class = "line" > < a id = "l00045" name = "l00045" > < / a > < span class = "lineno" > 45< / span > < / div >
< div class = "foldopen" id = "foldopen00046" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00046" name = "l00046" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#a7da6e0cfd630958d9633b2e2bd97a54f" > 46< / a > < / span > < span class = "keywordtype" > void< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#a7da6e0cfd630958d9633b2e2bd97a54f" > eval_cpu< / a > (< span class = "keyword" > const< / span > std::vector< array> & inputs, std::vector< array> & outputs)< span class = "keyword" > < / span > < / div >
< div class = "line" > < a id = "l00047" name = "l00047" > < / a > < span class = "lineno" > 47< / span > < span class = "keyword" > override < / span > {< / div >
< div class = "line" > < a id = "l00048" name = "l00048" > < / a > < span class = "lineno" > 48< / span > < span class = "keywordflow" > throw< / span > std::runtime_error(< span class = "stringliteral" > " NYI" < / span > );< / div >
< div class = "line" > < a id = "l00049" name = "l00049" > < / a > < span class = "lineno" > 49< / span > }< / div >
< / div >
< div class = "line" > < a id = "l00050" name = "l00050" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#ae7955e8d43c097eecae264e804b4d8ca" > 50< / a > < / span > < span class = "keywordtype" > void< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#ae7955e8d43c097eecae264e804b4d8ca" > eval_gpu< / a > (< span class = "keyword" > const< / span > std::vector< array> & inputs, std::vector< array> & outputs)< / div >
< div class = "line" > < a id = "l00051" name = "l00051" > < / a > < span class = "lineno" > 51< / span > < span class = "keyword" > override< / span > ;< / div >
< div class = "line" > < a id = "l00052" name = "l00052" > < / a > < span class = "lineno" > 52< / span > < / div >
< div class = "line" > < a id = "l00053" name = "l00053" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#aacfbbbc15fcee0a5ce4f519ca3cca5eb" > 53< / a > < / span > std::vector< array> < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#aacfbbbc15fcee0a5ce4f519ca3cca5eb" > vjp< / a > (< / div >
< div class = "line" > < a id = "l00054" name = "l00054" > < / a > < span class = "lineno" > 54< / span > < span class = "keyword" > const< / span > std::vector< array> & primals,< / div >
< div class = "line" > < a id = "l00055" name = "l00055" > < / a > < span class = "lineno" > 55< / span > < span class = "keyword" > const< / span > std::vector< array> & cotangents,< / div >
< div class = "line" > < a id = "l00056" name = "l00056" > < / a > < span class = "lineno" > 56< / span > < span class = "keyword" > const< / span > std::vector< int> & argnums,< / div >
< div class = "line" > < a id = "l00057" name = "l00057" > < / a > < span class = "lineno" > 57< / span > < span class = "keyword" > const< / span > std::vector< array> & outputs) < span class = "keyword" > override< / span > ;< / 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 = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#ae6eea81b5e3789c2f6f376cc07f0a47c" > 59< / a > < / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#ae6eea81b5e3789c2f6f376cc07f0a47c" > DEFINE_PRINT< / a > (< a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html" > RMSNorm< / a > )< / div >
< div class = "line" > < a id = "l00060" name = "l00060" > < / a > < span class = "lineno" > 60< / span > < span class = "keywordtype" > bool< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1_primitive.html#a6140a502af4c2bbbc776ab26e9afebcd" > is_equivalent< / a > (< span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1_primitive.html" > Primitive< / a > & other) < span class = "keyword" > const override< / span > ;< / div >
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< div class = "line" > < a id = "l00061" name = "l00061" > < / a > < span class = "lineno" > 61< / span > < a class = "code hl_define" href = "primitives_8h.html#a649a06267b75e007224ea4ddefedb999" > DEFINE_INPUT_OUTPUT_SHAPE< / a > ()< / div >
< 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 > private:< / div >
< div class = "line" > < a id = "l00064" name = "l00064" > < / a > < span class = "lineno" > 64< / span > std::function< std::vector< < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > > (std::vector< < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > > )> fallback_;< / div >
< div class = "line" > < a id = "l00065" name = "l00065" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#abbb87759ed47c966ca644375e4b2ce69" > 65< / a > < / span > < span class = "keywordtype" > float< / span > < a class = "code hl_variable" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#abbb87759ed47c966ca644375e4b2ce69" > eps_< / a > ;< / div >
< div class = "line" > < a id = "l00066" name = "l00066" > < / a > < span class = "lineno" > 66< / span > };< / div >
< / div >
< div class = "line" > < a id = "l00067" name = "l00067" > < / a > < span class = "lineno" > 67< / span > < / div >
< div class = "foldopen" id = "foldopen00068" data-start = "{" data-end = "};" >
< div class = "line" > < a id = "l00068" name = "l00068" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html" > 68< / a > < / span > class < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html" > RMSNormVJP< / a > : public < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_custom.html" > Custom< / a > {< / div >
< div class = "line" > < a id = "l00069" name = "l00069" > < / a > < span class = "lineno" > 69< / span > < span class = "keyword" > public< / span > :< / div >
< div class = "foldopen" id = "foldopen00070" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00070" name = "l00070" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html#aac060129b2e1af79bf388bfe705381ca" > 70< / a > < / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html#aac060129b2e1af79bf388bfe705381ca" > RMSNormVJP< / a > (< / div >
< div class = "line" > < a id = "l00071" name = "l00071" > < / a > < span class = "lineno" > 71< / span > < a class = "code hl_struct" href = "structmlx_1_1core_1_1_stream.html" > Stream< / a > < a class = "code hl_function" href = "classmlx_1_1core_1_1_primitive.html#a46e6257397a662528f9f831842ac456a" > stream< / a > ,< / div >
< div class = "line" > < a id = "l00072" name = "l00072" > < / a > < span class = "lineno" > 72< / span > std::function< std::vector< array> (std::vector< array> )> fallback,< / div >
< div class = "line" > < a id = "l00073" name = "l00073" > < / a > < span class = "lineno" > 73< / span > < span class = "keywordtype" > float< / span > eps)< / div >
< div class = "line" > < a id = "l00074" name = "l00074" > < / a > < span class = "lineno" > 74< / span > : < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_custom.html" > Custom< / a > (< a class = "code hl_function" href = "classmlx_1_1core_1_1_primitive.html#a46e6257397a662528f9f831842ac456a" > stream< / a > , fallback), < a class = "code hl_variable" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#abbb87759ed47c966ca644375e4b2ce69" > eps_< / a > (eps) {}< / div >
< / div >
< div class = "line" > < a id = "l00075" name = "l00075" > < / a > < span class = "lineno" > 75< / span > < / div >
< div class = "foldopen" id = "foldopen00076" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00076" name = "l00076" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html#adfc1d52bc266466ab29ee45fd8fab439" > 76< / a > < / span > < span class = "keywordtype" > void< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html#adfc1d52bc266466ab29ee45fd8fab439" > eval_cpu< / a > (< span class = "keyword" > const< / span > std::vector< array> & inputs, std::vector< array> & outputs)< span class = "keyword" > < / span > < / div >
< div class = "line" > < a id = "l00077" name = "l00077" > < / a > < span class = "lineno" > 77< / span > < span class = "keyword" > override < / span > {< / div >
< div class = "line" > < a id = "l00078" name = "l00078" > < / a > < span class = "lineno" > 78< / span > < span class = "keywordflow" > throw< / span > std::runtime_error(< span class = "stringliteral" > " NYI" < / span > );< / div >
< div class = "line" > < a id = "l00079" name = "l00079" > < / a > < span class = "lineno" > 79< / span > }< / div >
< / div >
< div class = "line" > < a id = "l00080" name = "l00080" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html#a48efb8fa84c4ba6cc9fb560ebbe01560" > 80< / a > < / span > < span class = "keywordtype" > void< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html#a48efb8fa84c4ba6cc9fb560ebbe01560" > eval_gpu< / a > (< span class = "keyword" > const< / span > std::vector< array> & inputs, std::vector< array> & outputs)< / div >
< div class = "line" > < a id = "l00081" name = "l00081" > < / a > < span class = "lineno" > 81< / span > < span class = "keyword" > override< / span > ;< / div >
< div class = "line" > < a id = "l00082" name = "l00082" > < / a > < span class = "lineno" > 82< / span > < / div >
< div class = "line" > < a id = "l00083" name = "l00083" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html#a9895733eab845e11484d86cf6ecedced" > 83< / a > < / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html#a9895733eab845e11484d86cf6ecedced" > DEFINE_PRINT< / a > (< a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html" > RMSNormVJP< / a > )< / div >
< div class = "line" > < a id = "l00084" name = "l00084" > < / a > < span class = "lineno" > 84< / span > < span class = "keywordtype" > bool< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1_primitive.html#a6140a502af4c2bbbc776ab26e9afebcd" > is_equivalent< / a > (< span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1_primitive.html" > Primitive< / a > & other) < span class = "keyword" > const override< / span > ;< / div >
< div class = "line" > < a id = "l00085" name = "l00085" > < / a > < span class = "lineno" > 85< / span > < / div >
< div class = "line" > < a id = "l00086" name = "l00086" > < / a > < span class = "lineno" > 86< / span > < span class = "keyword" > private< / span > :< / div >
< div class = "line" > < a id = "l00087" name = "l00087" > < / a > < span class = "lineno" > 87< / span > std::function< std::vector< array> (std::vector< array> )> fallback_;< / div >
< div class = "line" > < a id = "l00088" name = "l00088" > < / a > < span class = "lineno" > 88< / span > < span class = "keywordtype" > float< / span > < a class = "code hl_variable" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#abbb87759ed47c966ca644375e4b2ce69" > eps_< / a > ;< / div >
< div class = "line" > < a id = "l00089" name = "l00089" > < / a > < span class = "lineno" > 89< / span > };< / div >
< / div >
< div class = "line" > < a id = "l00090" name = "l00090" > < / a > < span class = "lineno" > 90< / span > < / div >
< div class = "foldopen" id = "foldopen00091" data-start = "{" data-end = "};" >
< div class = "line" > < a id = "l00091" name = "l00091" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_layer_norm.html" > 91< / a > < / span > < span class = "keyword" > class < / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_layer_norm.html" > LayerNorm< / a > : < span class = "keyword" > public< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_custom.html" > Custom< / a > {< / div >
< div class = "line" > < a id = "l00092" name = "l00092" > < / a > < span class = "lineno" > 92< / span > < span class = "keyword" > public< / span > :< / div >
< div class = "foldopen" id = "foldopen00093" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00093" name = "l00093" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_layer_norm.html#a5ac38d50e62850589bf51ee313303153" > 93< / a > < / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_layer_norm.html#a5ac38d50e62850589bf51ee313303153" > LayerNorm< / a > (< / div >
< div class = "line" > < a id = "l00094" name = "l00094" > < / a > < span class = "lineno" > 94< / span > < a class = "code hl_struct" href = "structmlx_1_1core_1_1_stream.html" > Stream< / a > stream,< / div >
< div class = "line" > < a id = "l00095" name = "l00095" > < / a > < span class = "lineno" > 95< / span > std::function< std::vector< array> (std::vector< array> )> fallback,< / div >
< div class = "line" > < a id = "l00096" name = "l00096" > < / a > < span class = "lineno" > 96< / span > < span class = "keywordtype" > float< / span > eps)< / div >
< div class = "line" > < a id = "l00097" name = "l00097" > < / a > < span class = "lineno" > 97< / span > : < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_custom.html" > Custom< / a > (stream, fallback), eps_(eps) {}< / div >
< / div >
< div class = "line" > < a id = "l00098" name = "l00098" > < / a > < span class = "lineno" > 98< / span > < / div >
< div class = "foldopen" id = "foldopen00099" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00099" name = "l00099" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_layer_norm.html#a5d7a4c1c9ee84e327d1c371733108c05" > 99< / a > < / span > < span class = "keywordtype" > void< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_layer_norm.html#a5d7a4c1c9ee84e327d1c371733108c05" > eval_cpu< / a > (< span class = "keyword" > const< / span > std::vector< array> & inputs, std::vector< array> & outputs)< span class = "keyword" > < / span > < / div >
< div class = "line" > < a id = "l00100" name = "l00100" > < / a > < span class = "lineno" > 100< / span > < span class = "keyword" > override < / span > {< / div >
< div class = "line" > < a id = "l00101" name = "l00101" > < / a > < span class = "lineno" > 101< / span > < span class = "keywordflow" > throw< / span > std::runtime_error(< span class = "stringliteral" > " NYI" < / span > );< / div >
< div class = "line" > < a id = "l00102" name = "l00102" > < / a > < span class = "lineno" > 102< / span > }< / div >
< / div >
< div class = "line" > < a id = "l00103" name = "l00103" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_layer_norm.html#a77abda7f47bffa2c037a5d60cccc1528" > 103< / a > < / span > < span class = "keywordtype" > void< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_layer_norm.html#a77abda7f47bffa2c037a5d60cccc1528" > eval_gpu< / a > (< span class = "keyword" > const< / span > std::vector< array> & inputs, std::vector< array> & outputs)< / div >
< div class = "line" > < a id = "l00104" name = "l00104" > < / a > < span class = "lineno" > 104< / span > < span class = "keyword" > override< / span > ;< / div >
< div class = "line" > < a id = "l00105" name = "l00105" > < / a > < span class = "lineno" > 105< / span > < / div >
< div class = "line" > < a id = "l00106" name = "l00106" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_layer_norm.html#ae5e1b5df0705a6b1d141691a4396b0b6" > 106< / a > < / span > std::vector< array> < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_layer_norm.html#ae5e1b5df0705a6b1d141691a4396b0b6" > vjp< / a > (< / div >
< div class = "line" > < a id = "l00107" name = "l00107" > < / a > < span class = "lineno" > 107< / span > < span class = "keyword" > const< / span > std::vector< array> & primals,< / div >
< div class = "line" > < a id = "l00108" name = "l00108" > < / a > < span class = "lineno" > 108< / span > < span class = "keyword" > const< / span > std::vector< array> & cotangents,< / div >
< div class = "line" > < a id = "l00109" name = "l00109" > < / a > < span class = "lineno" > 109< / span > < span class = "keyword" > const< / span > std::vector< int> & argnums,< / div >
< div class = "line" > < a id = "l00110" name = "l00110" > < / a > < span class = "lineno" > 110< / span > < span class = "keyword" > const< / span > std::vector< array> & outputs) < span class = "keyword" > override< / span > ;< / div >
< div class = "line" > < a id = "l00111" name = "l00111" > < / a > < span class = "lineno" > 111< / span > < / div >
< div class = "line" > < a id = "l00112" name = "l00112" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_layer_norm.html#a467fcf02b3ddf1d8b6d476b244ae3568" > 112< / a > < / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_layer_norm.html#a467fcf02b3ddf1d8b6d476b244ae3568" > DEFINE_PRINT< / a > (< a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_layer_norm.html" > LayerNorm< / a > )< / div >
< div class = "line" > < a id = "l00113" name = "l00113" > < / a > < span class = "lineno" > 113< / span > < span class = "keywordtype" > bool< / span > is_equivalent(< span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1_primitive.html" > Primitive< / a > & other) < span class = "keyword" > const override< / span > ;< / div >
< div class = "line" > < a id = "l00114" name = "l00114" > < / a > < span class = "lineno" > 114< / span > < a class = "code hl_define" href = "primitives_8h.html#a649a06267b75e007224ea4ddefedb999" > DEFINE_INPUT_OUTPUT_SHAPE< / a > ()< / div >
< div class = "line" > < a id = "l00115" name = "l00115" > < / a > < span class = "lineno" > 115< / span > < / div >
< div class = "line" > < a id = "l00116" name = "l00116" > < / a > < span class = "lineno" > 116< / span > private:< / div >
< div class = "line" > < a id = "l00117" name = "l00117" > < / a > < span class = "lineno" > 117< / span > std::function< std::vector< < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > > (std::vector< < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > > )> fallback_;< / div >
< div class = "line" > < a id = "l00118" name = "l00118" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_layer_norm.html#af9f5c527c08f81310787e39c84f4248b" > 118< / a > < / span > < span class = "keywordtype" > float< / span > eps_;< / div >
< div class = "line" > < a id = "l00119" name = "l00119" > < / a > < span class = "lineno" > 119< / span > };< / div >
< / div >
< div class = "line" > < a id = "l00120" name = "l00120" > < / a > < span class = "lineno" > 120< / span > < / div >
< div class = "foldopen" id = "foldopen00121" data-start = "{" data-end = "};" >
< div class = "line" > < a id = "l00121" name = "l00121" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html" > 121< / a > < / span > class < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html" > LayerNormVJP< / a > : public < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_custom.html" > Custom< / a > {< / div >
< div class = "line" > < a id = "l00122" name = "l00122" > < / a > < span class = "lineno" > 122< / span > < span class = "keyword" > public< / span > :< / div >
< div class = "foldopen" id = "foldopen00123" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00123" name = "l00123" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html#a41bc1391dbc0cf63b2c85b67956c08d9" > 123< / a > < / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html#a41bc1391dbc0cf63b2c85b67956c08d9" > LayerNormVJP< / a > (< / div >
< div class = "line" > < a id = "l00124" name = "l00124" > < / a > < span class = "lineno" > 124< / span > < a class = "code hl_struct" href = "structmlx_1_1core_1_1_stream.html" > Stream< / a > stream,< / div >
< div class = "line" > < a id = "l00125" name = "l00125" > < / a > < span class = "lineno" > 125< / span > std::function< std::vector< array> (std::vector< array> )> fallback,< / div >
< div class = "line" > < a id = "l00126" name = "l00126" > < / a > < span class = "lineno" > 126< / span > < span class = "keywordtype" > float< / span > eps)< / div >
< div class = "line" > < a id = "l00127" name = "l00127" > < / a > < span class = "lineno" > 127< / span > : < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_custom.html" > Custom< / a > (stream, fallback), eps_(eps) {}< / div >
< / div >
< div class = "line" > < a id = "l00128" name = "l00128" > < / a > < span class = "lineno" > 128< / span > < / div >
< div class = "foldopen" id = "foldopen00129" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00129" name = "l00129" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html#a0d8c4c6e7462befc38f7e08244fa1c2b" > 129< / a > < / span > < span class = "keywordtype" > void< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html#a0d8c4c6e7462befc38f7e08244fa1c2b" > eval_cpu< / a > (< span class = "keyword" > const< / span > std::vector< array> & inputs, std::vector< array> & outputs)< span class = "keyword" > < / span > < / div >
< div class = "line" > < a id = "l00130" name = "l00130" > < / a > < span class = "lineno" > 130< / span > < span class = "keyword" > override < / span > {< / div >
< div class = "line" > < a id = "l00131" name = "l00131" > < / a > < span class = "lineno" > 131< / span > < span class = "keywordflow" > throw< / span > std::runtime_error(< span class = "stringliteral" > " NYI" < / span > );< / div >
< div class = "line" > < a id = "l00132" name = "l00132" > < / a > < span class = "lineno" > 132< / span > }< / div >
< / div >
< div class = "line" > < a id = "l00133" name = "l00133" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html#a954a003a4a27c8c4c60a5a14142a9cc3" > 133< / a > < / span > < span class = "keywordtype" > void< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html#a954a003a4a27c8c4c60a5a14142a9cc3" > eval_gpu< / a > (< span class = "keyword" > const< / span > std::vector< array> & inputs, std::vector< array> & outputs)< / div >
< div class = "line" > < a id = "l00134" name = "l00134" > < / a > < span class = "lineno" > 134< / span > < span class = "keyword" > override< / span > ;< / div >
< div class = "line" > < a id = "l00135" name = "l00135" > < / a > < span class = "lineno" > 135< / span > < / div >
< div class = "line" > < a id = "l00136" name = "l00136" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html#a5ab3eb5402c7e8060916056eb2b7887f" > 136< / a > < / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html#a5ab3eb5402c7e8060916056eb2b7887f" > DEFINE_PRINT< / a > (< a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html" > LayerNormVJP< / a > )< / div >
< div class = "line" > < a id = "l00137" name = "l00137" > < / a > < span class = "lineno" > 137< / span > < span class = "keywordtype" > bool< / span > is_equivalent(< span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1_primitive.html" > Primitive< / a > & other) < span class = "keyword" > const override< / span > ;< / div >
< div class = "line" > < a id = "l00138" name = "l00138" > < / a > < span class = "lineno" > 138< / span > < / div >
< div class = "line" > < a id = "l00139" name = "l00139" > < / a > < span class = "lineno" > 139< / span > < span class = "keyword" > private< / span > :< / div >
< div class = "line" > < a id = "l00140" name = "l00140" > < / a > < span class = "lineno" > 140< / span > std::function< std::vector< array> (std::vector< array> )> fallback_;< / div >
< div class = "line" > < a id = "l00141" name = "l00141" > < / a > < span class = "lineno" > 141< / span > < span class = "keywordtype" > float< / span > eps_;< / div >
< div class = "line" > < a id = "l00142" name = "l00142" > < / a > < span class = "lineno" > 142< / span > };< / div >
< / div >
< div class = "line" > < a id = "l00143" name = "l00143" > < / a > < span class = "lineno" > 143< / span > < / div >
< div class = "foldopen" id = "foldopen00144" data-start = "{" data-end = "};" >
< div class = "line" > < a id = "l00144" name = "l00144" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html" > 144< / a > < / span > < span class = "keyword" > class < / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html" > RoPE< / a > : < span class = "keyword" > public< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_custom.html" > Custom< / a > {< / div >
< div class = "line" > < a id = "l00145" name = "l00145" > < / a > < span class = "lineno" > 145< / span > < span class = "keyword" > public< / span > :< / div >
< div class = "foldopen" id = "foldopen00146" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00146" name = "l00146" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#a031fa27aeba94cfa5ccc633137a12163" > 146< / a > < / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#a031fa27aeba94cfa5ccc633137a12163" > RoPE< / a > (< / div >
< div class = "line" > < a id = "l00147" name = "l00147" > < / a > < span class = "lineno" > 147< / span > < a class = "code hl_struct" href = "structmlx_1_1core_1_1_stream.html" > Stream< / a > stream,< / div >
< div class = "line" > < a id = "l00148" name = "l00148" > < / a > < span class = "lineno" > 148< / span > std::function< std::vector< array> (std::vector< array> )> fallback,< / div >
< div class = "line" > < a id = "l00149" name = "l00149" > < / a > < span class = "lineno" > 149< / span > < span class = "keywordtype" > int< / span > dims,< / div >
< div class = "line" > < a id = "l00150" name = "l00150" > < / a > < span class = "lineno" > 150< / span > < span class = "keywordtype" > bool< / span > traditional,< / div >
< div class = "line" > < a id = "l00151" name = "l00151" > < / a > < span class = "lineno" > 151< / span > < span class = "keywordtype" > float< / span > base,< / div >
< div class = "line" > < a id = "l00152" name = "l00152" > < / a > < span class = "lineno" > 152< / span > < span class = "keywordtype" > float< / span > scale,< / div >
< div class = "line" > < a id = "l00153" name = "l00153" > < / a > < span class = "lineno" > 153< / span > < span class = "keywordtype" > int< / span > offset,< / div >
< div class = "line" > < a id = "l00154" name = "l00154" > < / a > < span class = "lineno" > 154< / span > < span class = "keywordtype" > bool< / span > forward)< / div >
< div class = "line" > < a id = "l00155" name = "l00155" > < / a > < span class = "lineno" > 155< / span > : < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_custom.html" > Custom< / a > (stream, fallback),< / div >
< div class = "line" > < a id = "l00156" name = "l00156" > < / a > < span class = "lineno" > 156< / span > dims_(dims),< / div >
< div class = "line" > < a id = "l00157" name = "l00157" > < / a > < span class = "lineno" > 157< / span > traditional_(traditional),< / div >
< div class = "line" > < a id = "l00158" name = "l00158" > < / a > < span class = "lineno" > 158< / span > base_(base),< / div >
< div class = "line" > < a id = "l00159" name = "l00159" > < / a > < span class = "lineno" > 159< / span > scale_(scale),< / div >
< div class = "line" > < a id = "l00160" name = "l00160" > < / a > < span class = "lineno" > 160< / span > offset_(offset),< / div >
< div class = "line" > < a id = "l00161" name = "l00161" > < / a > < span class = "lineno" > 161< / span > forward_(forward) {}< / div >
< / div >
< div class = "line" > < a id = "l00162" name = "l00162" > < / a > < span class = "lineno" > 162< / span > < / div >
< div class = "foldopen" id = "foldopen00163" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00163" name = "l00163" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#a05a7d595c6b9dadf7ddfd6e3fd402f0e" > 163< / a > < / span > < span class = "keywordtype" > void< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#a05a7d595c6b9dadf7ddfd6e3fd402f0e" > eval_cpu< / a > (< span class = "keyword" > const< / span > std::vector< array> & inputs, std::vector< array> & outputs)< span class = "keyword" > < / span > < / div >
< div class = "line" > < a id = "l00164" name = "l00164" > < / a > < span class = "lineno" > 164< / span > < span class = "keyword" > override < / span > {< / div >
< div class = "line" > < a id = "l00165" name = "l00165" > < / a > < span class = "lineno" > 165< / span > < span class = "keywordflow" > throw< / span > std::runtime_error(< span class = "stringliteral" > " NYI" < / span > );< / div >
< div class = "line" > < a id = "l00166" name = "l00166" > < / a > < span class = "lineno" > 166< / span > }< / div >
< / div >
< div class = "line" > < a id = "l00167" name = "l00167" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#a913b6b00fc518b25ac3947e4e15790f2" > 167< / a > < / span > < span class = "keywordtype" > void< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#a913b6b00fc518b25ac3947e4e15790f2" > eval_gpu< / a > (< span class = "keyword" > const< / span > std::vector< array> & inputs, std::vector< array> & outputs)< / div >
< div class = "line" > < a id = "l00168" name = "l00168" > < / a > < span class = "lineno" > 168< / span > < span class = "keyword" > override< / span > ;< / div >
< div class = "line" > < a id = "l00169" name = "l00169" > < / a > < span class = "lineno" > 169< / span > < / div >
< div class = "line" > < a id = "l00170" name = "l00170" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#ad999105414badd66c8fd9e069454a533" > 170< / a > < / span > std::vector< array> < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#ad999105414badd66c8fd9e069454a533" > vjp< / a > (< / div >
< div class = "line" > < a id = "l00171" name = "l00171" > < / a > < span class = "lineno" > 171< / span > < span class = "keyword" > const< / span > std::vector< array> & primals,< / div >
< div class = "line" > < a id = "l00172" name = "l00172" > < / a > < span class = "lineno" > 172< / span > < span class = "keyword" > const< / span > std::vector< array> & cotangents,< / div >
< div class = "line" > < a id = "l00173" name = "l00173" > < / a > < span class = "lineno" > 173< / span > < span class = "keyword" > const< / span > std::vector< int> & argnums,< / div >
< div class = "line" > < a id = "l00174" name = "l00174" > < / a > < span class = "lineno" > 174< / span > < span class = "keyword" > const< / span > std::vector< array> & outputs) < span class = "keyword" > override< / span > ;< / div >
< div class = "line" > < a id = "l00175" name = "l00175" > < / a > < span class = "lineno" > 175< / span > < / div >
< div class = "line" > < a id = "l00176" name = "l00176" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#a2b06fe64fa8feca65140632087065e16" > 176< / a > < / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#a2b06fe64fa8feca65140632087065e16" > DEFINE_PRINT< / a > (< a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html" > RoPE< / a > )< / div >
< div class = "line" > < a id = "l00177" name = "l00177" > < / a > < span class = "lineno" > 177< / span > < span class = "keywordtype" > bool< / span > is_equivalent(< span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1_primitive.html" > Primitive< / a > & other) < span class = "keyword" > const override< / span > ;< / div >
< div class = "line" > < a id = "l00178" name = "l00178" > < / a > < span class = "lineno" > 178< / span > < a class = "code hl_define" href = "primitives_8h.html#a649a06267b75e007224ea4ddefedb999" > DEFINE_INPUT_OUTPUT_SHAPE< / a > ()< / div >
< div class = "line" > < a id = "l00179" name = "l00179" > < / a > < span class = "lineno" > 179< / span > < / div >
< div class = "line" > < a id = "l00180" name = "l00180" > < / a > < span class = "lineno" > 180< / span > private:< / div >
< div class = "line" > < a id = "l00181" name = "l00181" > < / a > < span class = "lineno" > 181< / span > std::function< std::vector< < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > > (std::vector< < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > > )> fallback_;< / div >
< div class = "line" > < a id = "l00182" name = "l00182" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#ac23a3a25df836e6e72525ec624e9d0df" > 182< / a > < / span > < span class = "keywordtype" > int< / span > dims_;< / div >
< div class = "line" > < a id = "l00183" name = "l00183" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#aff0efd84921c5091c7ad1ea76096c728" > 183< / a > < / span > < span class = "keywordtype" > bool< / span > traditional_;< / div >
< div class = "line" > < a id = "l00184" name = "l00184" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#a83e32b5180698d669b780387d2e7ebc2" > 184< / a > < / span > < span class = "keywordtype" > float< / span > base_;< / div >
< div class = "line" > < a id = "l00185" name = "l00185" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#aa3b6ec6bb0766fb2f4f805d49d540f40" > 185< / a > < / span > < span class = "keywordtype" > float< / span > scale_;< / div >
< div class = "line" > < a id = "l00186" name = "l00186" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#a5dd83599a4298f0d559e0e2542ee2c9f" > 186< / a > < / span > < span class = "keywordtype" > int< / span > offset_;< / div >
< div class = "line" > < a id = "l00187" name = "l00187" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#aebc91cf07bff74462246745686b7e8d8" > 187< / a > < / span > < span class = "keywordtype" > bool< / span > forward_;< / div >
< div class = "line" > < a id = "l00188" name = "l00188" > < / a > < span class = "lineno" > 188< / span > };< / div >
< / div >
< div class = "line" > < a id = "l00189" name = "l00189" > < / a > < span class = "lineno" > 189< / span > < / div >
< div class = "foldopen" id = "foldopen00190" data-start = "{" data-end = "};" >
< div class = "line" > < a id = "l00190" name = "l00190" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html" > 190< / a > < / span > class < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html" > ScaledDotProductAttention< / a > : public < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_custom.html" > Custom< / a > {< / div >
< div class = "line" > < a id = "l00191" name = "l00191" > < / a > < span class = "lineno" > 191< / span > < span class = "keyword" > public< / span > :< / div >
< div class = "foldopen" id = "foldopen00192" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00192" name = "l00192" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#a6a904c377fffc3c193102a3123f5e706" > 192< / a > < / span > < span class = "keyword" > explicit< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#a6a904c377fffc3c193102a3123f5e706" > ScaledDotProductAttention< / a > (< / div >
< div class = "line" > < a id = "l00193" name = "l00193" > < / a > < span class = "lineno" > 193< / span > < a class = "code hl_struct" href = "structmlx_1_1core_1_1_stream.html" > Stream< / a > stream,< / div >
< div class = "line" > < a id = "l00194" name = "l00194" > < / a > < span class = "lineno" > 194< / span > std::function< std::vector< array> (std::vector< array> )> fallback,< / div >
< div class = "line" > < a id = "l00195" name = "l00195" > < / a > < span class = "lineno" > 195< / span > < span class = "keyword" > const< / span > < span class = "keywordtype" > float< / span > scale,< / div >
< div class = "line" > < a id = "l00196" name = "l00196" > < / a > < span class = "lineno" > 196< / span > < span class = "keyword" > const< / span > < span class = "keywordtype" > bool< / span > needs_mask)< / div >
< div class = "line" > < a id = "l00197" name = "l00197" > < / a > < span class = "lineno" > 197< / span > : < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_custom.html" > Custom< / a > (stream, fallback), scale_(scale), needs_mask_(needs_mask) {}< / div >
< / div >
< div class = "line" > < a id = "l00198" name = "l00198" > < / a > < span class = "lineno" > 198< / span > < / div >
< div class = "foldopen" id = "foldopen00199" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00199" name = "l00199" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#ae20851e002f7fcb6d4f97817596f6328" > 199< / a > < / span > < span class = "keywordtype" > void< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#ae20851e002f7fcb6d4f97817596f6328" > eval_cpu< / a > (< span class = "keyword" > const< / span > std::vector< array> & inputs, std::vector< array> & outputs)< span class = "keyword" > < / span > < / div >
< div class = "line" > < a id = "l00200" name = "l00200" > < / a > < span class = "lineno" > 200< / span > < span class = "keyword" > override < / span > {< / div >
< div class = "line" > < a id = "l00201" name = "l00201" > < / a > < span class = "lineno" > 201< / span > < span class = "keywordflow" > throw< / span > std::runtime_error(< span class = "stringliteral" > " NYI" < / span > );< / div >
< div class = "line" > < a id = "l00202" name = "l00202" > < / a > < span class = "lineno" > 202< / span > }< / div >
< / div >
< div class = "line" > < a id = "l00203" name = "l00203" > < / a > < span class = "lineno" > 203< / span > < / div >
< div class = "foldopen" id = "foldopen00204" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00204" name = "l00204" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#a505f38ba93a3499895f5312e0112e73d" > 204< / a > < / span > < span class = "keywordtype" > void< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#a505f38ba93a3499895f5312e0112e73d" > eval_gpu< / a > (< span class = "keyword" > const< / span > std::vector< array> & inputs, std::vector< array> & outputs)< span class = "keyword" > < / span > < / div >
< div class = "line" > < a id = "l00205" name = "l00205" > < / a > < span class = "lineno" > 205< / span > < span class = "keyword" > override < / span > {< / div >
< div class = "line" > < a id = "l00206" name = "l00206" > < / a > < span class = "lineno" > 206< / span > eval_gpu(inputs, outputs[0]);< / div >
< div class = "line" > < a id = "l00207" name = "l00207" > < / a > < span class = "lineno" > 207< / span > }< / div >
2024-11-23 04:24:16 +08:00
< / div >
2024-12-07 05:22:39 +08:00
< div class = "line" > < a id = "l00208" name = "l00208" > < / a > < span class = "lineno" > 208< / span > < / div >
< div class = "line" > < a id = "l00209" name = "l00209" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#ad51666e69f670e286293aff96eb435a9" > 209< / a > < / span > < span class = "keywordtype" > void< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#ad51666e69f670e286293aff96eb435a9" > eval_gpu< / a > (< span class = "keyword" > const< / span > std::vector< array> & inputs, < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & out);< / div >
< div class = "line" > < a id = "l00210" name = "l00210" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#af08b1294f3f93505a96fdfa85b1edd62" > 210< / a > < / span > < span class = "keywordtype" > bool< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#af08b1294f3f93505a96fdfa85b1edd62" > is_equivalent< / a > (< span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1_primitive.html" > Primitive< / a > & other) < span class = "keyword" > const override< / span > ;< / div >
< div class = "line" > < a id = "l00211" name = "l00211" > < / a > < span class = "lineno" > 211< / span > < / div >
< div class = "line" > < a id = "l00212" name = "l00212" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#a6cc2092fa5b8e7585921b8e0f3ec3db7" > 212< / a > < / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#a6cc2092fa5b8e7585921b8e0f3ec3db7" > DEFINE_PRINT< / a > (< a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html" > ScaledDotProductAttention< / a > );< / div >
< div class = "line" > < a id = "l00213" name = "l00213" > < / a > < span class = "lineno" > 213< / span > < a class = "code hl_define" href = "primitives_8h.html#a649a06267b75e007224ea4ddefedb999" > DEFINE_INPUT_OUTPUT_SHAPE< / a > ()< / div >
< div class = "line" > < a id = "l00214" name = "l00214" > < / a > < span class = "lineno" > 214< / span > < / div >
< div class = "line" > < a id = "l00215" name = "l00215" > < / a > < span class = "lineno" > 215< / span > private:< / div >
< div class = "line" > < a id = "l00216" name = "l00216" > < / a > < span class = "lineno" > 216< / span > std::function< std::vector< < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > > (std::vector< < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > > )> fallback_;< / div >
< div class = "line" > < a id = "l00217" name = "l00217" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#a3d4ef9a11114c8f69e35e2f1d78e5f7a" > 217< / a > < / span > < span class = "keywordtype" > float< / span > scale_;< / div >
< div class = "line" > < a id = "l00218" name = "l00218" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#a6f0ec2b6fea373324f842a66e9c6cb93" > 218< / a > < / span > < span class = "keywordtype" > bool< / span > needs_mask_;< / div >
< div class = "line" > < a id = "l00219" name = "l00219" > < / a > < span class = "lineno" > 219< / span > };< / div >
< / div >
< div class = "line" > < a id = "l00220" name = "l00220" > < / a > < span class = "lineno" > 220< / span > < / div >
< div class = "foldopen" id = "foldopen00221" data-start = "{" data-end = "};" >
< div class = "line" > < a id = "l00221" name = "l00221" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_affine_quantize.html" > 221< / a > < / span > class < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_affine_quantize.html" > AffineQuantize< / a > : public < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_custom.html" > Custom< / a > {< / div >
< div class = "line" > < a id = "l00222" name = "l00222" > < / a > < span class = "lineno" > 222< / span > < span class = "keyword" > public< / span > :< / div >
< div class = "foldopen" id = "foldopen00223" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00223" name = "l00223" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_affine_quantize.html#a84d5fa9e8c3de407fbcc5f38d2ed1473" > 223< / a > < / span > < span class = "keyword" > explicit< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_affine_quantize.html#a84d5fa9e8c3de407fbcc5f38d2ed1473" > AffineQuantize< / a > (< / div >
< div class = "line" > < a id = "l00224" name = "l00224" > < / a > < span class = "lineno" > 224< / span > < a class = "code hl_struct" href = "structmlx_1_1core_1_1_stream.html" > Stream< / a > stream,< / div >
< div class = "line" > < a id = "l00225" name = "l00225" > < / a > < span class = "lineno" > 225< / span > std::function< std::vector< array> (std::vector< array> )> fallback,< / div >
< div class = "line" > < a id = "l00226" name = "l00226" > < / a > < span class = "lineno" > 226< / span > < span class = "keywordtype" > int< / span > group_size,< / div >
< div class = "line" > < a id = "l00227" name = "l00227" > < / a > < span class = "lineno" > 227< / span > < span class = "keywordtype" > int< / span > bits,< / div >
< div class = "line" > < a id = "l00228" name = "l00228" > < / a > < span class = "lineno" > 228< / span > < span class = "keywordtype" > bool< / span > < a class = "code hl_function" href = "quantized_8h.html#aecff265b63566d0d5689cfc4e5b037d2" > dequantize< / a > )< / div >
< div class = "line" > < a id = "l00229" name = "l00229" > < / a > < span class = "lineno" > 229< / span > : < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_custom.html" > Custom< / a > (stream, fallback),< / div >
< div class = "line" > < a id = "l00230" name = "l00230" > < / a > < span class = "lineno" > 230< / span > group_size_(group_size),< / div >
< div class = "line" > < a id = "l00231" name = "l00231" > < / a > < span class = "lineno" > 231< / span > bits_(bits),< / div >
< div class = "line" > < a id = "l00232" name = "l00232" > < / a > < span class = "lineno" > 232< / span > dequantize_(< a class = "code hl_function" href = "quantized_8h.html#aecff265b63566d0d5689cfc4e5b037d2" > dequantize< / a > ) {}< / div >
< / div >
< div class = "line" > < a id = "l00233" name = "l00233" > < / a > < span class = "lineno" > 233< / span > < / div >
< div class = "line" > < a id = "l00234" name = "l00234" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_affine_quantize.html#a3b5d628628d245b38911118d4a0ff9fd" > 234< / a > < / span > < span class = "keywordtype" > void< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_affine_quantize.html#a3b5d628628d245b38911118d4a0ff9fd" > eval_cpu< / a > (< span class = "keyword" > const< / span > std::vector< array> & inputs, std::vector< array> & outputs)< / div >
< div class = "line" > < a id = "l00235" name = "l00235" > < / a > < span class = "lineno" > 235< / span > < span class = "keyword" > override< / span > ;< / div >
< div class = "line" > < a id = "l00236" name = "l00236" > < / a > < span class = "lineno" > 236< / span > < / div >
< div class = "line" > < a id = "l00237" name = "l00237" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_affine_quantize.html#a63812b2abaf26ad7e7fa4c9e82db1628" > 237< / a > < / span > < span class = "keywordtype" > void< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_affine_quantize.html#a63812b2abaf26ad7e7fa4c9e82db1628" > eval_gpu< / a > (< span class = "keyword" > const< / span > std::vector< array> & inputs, std::vector< array> & outputs)< / div >
< div class = "line" > < a id = "l00238" name = "l00238" > < / a > < span class = "lineno" > 238< / span > < span class = "keyword" > override< / span > ;< / div >
< div class = "line" > < a id = "l00239" name = "l00239" > < / a > < span class = "lineno" > 239< / span > < / div >
< div class = "line" > < a id = "l00240" name = "l00240" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_affine_quantize.html#a4b8f1b1f633002c8ca6fa8f0ef4dd587" > 240< / a > < / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_affine_quantize.html#a4b8f1b1f633002c8ca6fa8f0ef4dd587" > DEFINE_PRINT< / a > (< a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_affine_quantize.html" > AffineQuantize< / a > );< / div >
< div class = "line" > < a id = "l00241" name = "l00241" > < / a > < span class = "lineno" > 241< / span > < / div >
< div class = "line" > < a id = "l00242" name = "l00242" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_affine_quantize.html#a5936175e5923aec272d6f718785f57a1" > 242< / a > < / span > < span class = "keywordtype" > bool< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_affine_quantize.html#a5936175e5923aec272d6f718785f57a1" > is_equivalent< / a > (< span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1_primitive.html" > Primitive< / a > & other) < span class = "keyword" > const override< / span > ;< / div >
< div class = "line" > < a id = "l00243" name = "l00243" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_affine_quantize.html#a50934862ccdb16a3dcce6626c5727080" > 243< / a > < / span > std::vector< Shape> < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_affine_quantize.html#a50934862ccdb16a3dcce6626c5727080" > output_shapes< / a > (< span class = "keyword" > const< / span > std::vector< array> & inputs) < span class = "keyword" > override< / span > ;< / div >
2024-11-23 04:24:16 +08:00
< div class = "line" > < a id = "l00244" name = "l00244" > < / a > < span class = "lineno" > 244< / span > < / div >
2024-12-07 05:22:39 +08:00
< div class = "line" > < a id = "l00245" name = "l00245" > < / a > < span class = "lineno" > 245< / span > < span class = "keyword" > private< / span > :< / div >
< div class = "line" > < a id = "l00246" name = "l00246" > < / a > < span class = "lineno" > 246< / span > std::function< std::vector< array> (std::vector< array> )> fallback_;< / div >
< div class = "line" > < a id = "l00247" name = "l00247" > < / a > < span class = "lineno" > 247< / span > < span class = "keywordtype" > int< / span > group_size_;< / div >
< div class = "line" > < a id = "l00248" name = "l00248" > < / a > < span class = "lineno" > 248< / span > < span class = "keywordtype" > int< / span > bits_;< / div >
< div class = "line" > < a id = "l00249" name = "l00249" > < / a > < span class = "lineno" > 249< / span > < span class = "keywordtype" > bool< / span > dequantize_;< / div >
< div class = "line" > < a id = "l00250" name = "l00250" > < / a > < span class = "lineno" > 250< / span > };< / div >
< / div >
< div class = "line" > < a id = "l00251" name = "l00251" > < / a > < span class = "lineno" > 251< / span > < / div >
< div class = "foldopen" id = "foldopen00252" data-start = "{" data-end = "};" >
< div class = "line" > < a id = "l00252" name = "l00252" > < / a > < span class = "lineno" > < a class = "line" href = "structmlx_1_1core_1_1fast_1_1_custom_kernel_shape_info.html" > 252< / a > < / span > < span class = "keyword" > struct < / span > < a class = "code hl_struct" href = "structmlx_1_1core_1_1fast_1_1_custom_kernel_shape_info.html" > CustomKernelShapeInfo< / a > {< / div >
< div class = "line" > < a id = "l00253" name = "l00253" > < / a > < span class = "lineno" > < a class = "line" href = "structmlx_1_1core_1_1fast_1_1_custom_kernel_shape_info.html#a63db720fe0c2abc4b71e22a58a015f8a" > 253< / a > < / span > < span class = "keywordtype" > bool< / span > shape = < span class = "keyword" > false< / span > ;< / div >
< div class = "line" > < a id = "l00254" name = "l00254" > < / a > < span class = "lineno" > < a class = "line" href = "structmlx_1_1core_1_1fast_1_1_custom_kernel_shape_info.html#a63954de7da62942ec69afcaaa19d46f2" > 254< / a > < / span > < span class = "keywordtype" > bool< / span > strides = < span class = "keyword" > false< / span > ;< / div >
< div class = "line" > < a id = "l00255" name = "l00255" > < / a > < span class = "lineno" > < a class = "line" href = "structmlx_1_1core_1_1fast_1_1_custom_kernel_shape_info.html#ae605df33f449872e3da9777d97008051" > 255< / a > < / span > < span class = "keywordtype" > bool< / span > ndim = < span class = "keyword" > false< / span > ;< / div >
< div class = "line" > < a id = "l00256" name = "l00256" > < / a > < span class = "lineno" > 256< / span > };< / div >
< / div >
< div class = "line" > < a id = "l00257" name = "l00257" > < / a > < span class = "lineno" > 257< / span > < / div >
< div class = "foldopen" id = "foldopen00258" data-start = "{" data-end = "};" >
< div class = "line" > < a id = "l00258" name = "l00258" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_custom_kernel.html" > 258< / a > < / span > < span class = "keyword" > class < / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_custom_kernel.html" > CustomKernel< / a > : < span class = "keyword" > public< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1_primitive.html" > Primitive< / a > {< / div >
< div class = "line" > < a id = "l00259" name = "l00259" > < / a > < span class = "lineno" > 259< / span > < span class = "keyword" > public< / span > :< / div >
< div class = "foldopen" id = "foldopen00260" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00260" name = "l00260" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_custom_kernel.html#a954893e07f0d36715b4e1e414b6f2153" > 260< / a > < / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_custom_kernel.html#a954893e07f0d36715b4e1e414b6f2153" > CustomKernel< / a > (< / div >
< div class = "line" > < a id = "l00261" name = "l00261" > < / a > < span class = "lineno" > 261< / span > < a class = "code hl_struct" href = "structmlx_1_1core_1_1_stream.html" > Stream< / a > stream,< / div >
< div class = "line" > < a id = "l00262" name = "l00262" > < / a > < span class = "lineno" > 262< / span > std::string name,< / div >
< div class = "line" > < a id = "l00263" name = "l00263" > < / a > < span class = "lineno" > 263< / span > std::string source,< / div >
< div class = "line" > < a id = "l00264" name = "l00264" > < / a > < span class = "lineno" > 264< / span > std::tuple< int, int, int> grid,< / div >
< div class = "line" > < a id = "l00265" name = "l00265" > < / a > < span class = "lineno" > 265< / span > std::tuple< int, int, int> threadgroup,< / div >
< div class = "line" > < a id = "l00266" name = "l00266" > < / a > < span class = "lineno" > 266< / span > std::vector< CustomKernelShapeInfo> shape_infos,< / div >
< div class = "line" > < a id = "l00267" name = "l00267" > < / a > < span class = "lineno" > 267< / span > < span class = "keywordtype" > bool< / span > ensure_row_contiguous,< / div >
< div class = "line" > < a id = "l00268" name = "l00268" > < / a > < span class = "lineno" > 268< / span > std::optional< float> init_value)< / div >
< div class = "line" > < a id = "l00269" name = "l00269" > < / a > < span class = "lineno" > 269< / span > : < a class = "code hl_class" href = "classmlx_1_1core_1_1_primitive.html" > Primitive< / a > (stream),< / div >
< div class = "line" > < a id = "l00270" name = "l00270" > < / a > < span class = "lineno" > 270< / span > source_(< a class = "code hl_function" href = "group__ops.html#ga2a466024f8061febc0a64be557644cb0" > std< / a > ::move(source)),< / div >
< div class = "line" > < a id = "l00271" name = "l00271" > < / a > < span class = "lineno" > 271< / span > name_(< a class = "code hl_function" href = "group__ops.html#ga2a466024f8061febc0a64be557644cb0" > std< / a > ::move(name)),< / div >
< div class = "line" > < a id = "l00272" name = "l00272" > < / a > < span class = "lineno" > 272< / span > grid_(grid),< / div >
< div class = "line" > < a id = "l00273" name = "l00273" > < / a > < span class = "lineno" > 273< / span > threadgroup_(threadgroup),< / div >
< div class = "line" > < a id = "l00274" name = "l00274" > < / a > < span class = "lineno" > 274< / span > shape_infos_(< a class = "code hl_function" href = "group__ops.html#ga2a466024f8061febc0a64be557644cb0" > std< / a > ::move(shape_infos)),< / div >
< div class = "line" > < a id = "l00275" name = "l00275" > < / a > < span class = "lineno" > 275< / span > ensure_row_contiguous_(ensure_row_contiguous),< / div >
< div class = "line" > < a id = "l00276" name = "l00276" > < / a > < span class = "lineno" > 276< / span > init_value_(init_value) {}< / div >
< / div >
< div class = "line" > < a id = "l00277" name = "l00277" > < / a > < span class = "lineno" > 277< / span > < / div >
< div class = "foldopen" id = "foldopen00278" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00278" name = "l00278" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_custom_kernel.html#a4ad1b7a9919753c759093f3e21a15bad" > 278< / a > < / span > < span class = "keywordtype" > void< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_custom_kernel.html#a4ad1b7a9919753c759093f3e21a15bad" > eval_cpu< / a > (< span class = "keyword" > const< / span > std::vector< array> & inputs, std::vector< array> & outputs)< span class = "keyword" > < / span > < / div >
< div class = "line" > < a id = "l00279" name = "l00279" > < / a > < span class = "lineno" > 279< / span > < span class = "keyword" > override < / span > {< / div >
< div class = "line" > < a id = "l00280" name = "l00280" > < / a > < span class = "lineno" > 280< / span > < span class = "keywordflow" > throw< / span > std::runtime_error(< span class = "stringliteral" > " Custom Metal kernels only run on GPU." < / span > );< / div >
< div class = "line" > < a id = "l00281" name = "l00281" > < / a > < span class = "lineno" > 281< / span > }< / div >
< / div >
< div class = "line" > < a id = "l00282" name = "l00282" > < / a > < span class = "lineno" > 282< / span > < / div >
< div class = "line" > < a id = "l00283" name = "l00283" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_custom_kernel.html#a2ed2a16b23053f8195068386a99fd6db" > 283< / a > < / span > < span class = "keywordtype" > void< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_custom_kernel.html#a2ed2a16b23053f8195068386a99fd6db" > eval_gpu< / a > (< span class = "keyword" > const< / span > std::vector< array> & inputs, std::vector< array> & outputs)< / div >
< div class = "line" > < a id = "l00284" name = "l00284" > < / a > < span class = "lineno" > 284< / span > < span class = "keyword" > override< / span > ;< / div >
< div class = "line" > < a id = "l00285" name = "l00285" > < / a > < span class = "lineno" > 285< / span > < / div >
< div class = "line" > < a id = "l00286" name = "l00286" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_custom_kernel.html#a116ecf31c8672c94e5ea06c1d43e9534" > 286< / a > < / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_custom_kernel.html#a116ecf31c8672c94e5ea06c1d43e9534" > DEFINE_PRINT< / a > (< a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_custom_kernel.html" > CustomKernel< / a > );< / div >
< div class = "line" > < a id = "l00287" name = "l00287" > < / a > < span class = "lineno" > 287< / span > < / div >
< div class = "line" > < a id = "l00288" name = "l00288" > < / a > < span class = "lineno" > 288< / span > < span class = "keyword" > private< / span > :< / div >
< div class = "line" > < a id = "l00289" name = "l00289" > < / a > < span class = "lineno" > 289< / span > std::string source_;< / div >
< div class = "line" > < a id = "l00290" name = "l00290" > < / a > < span class = "lineno" > 290< / span > std::string name_;< / div >
< div class = "line" > < a id = "l00291" name = "l00291" > < / a > < span class = "lineno" > 291< / span > std::tuple< int, int, int> grid_;< / div >
< div class = "line" > < a id = "l00292" name = "l00292" > < / a > < span class = "lineno" > 292< / span > std::tuple< int, int, int> threadgroup_;< / div >
< div class = "line" > < a id = "l00293" name = "l00293" > < / a > < span class = "lineno" > 293< / span > std::vector< CustomKernelShapeInfo> shape_infos_;< / div >
< div class = "line" > < a id = "l00294" name = "l00294" > < / a > < span class = "lineno" > 294< / span > < span class = "keywordtype" > bool< / span > ensure_row_contiguous_;< / div >
< div class = "line" > < a id = "l00295" name = "l00295" > < / a > < span class = "lineno" > 295< / span > std::optional< float> init_value_;< / div >
< div class = "line" > < a id = "l00296" name = "l00296" > < / a > < span class = "lineno" > 296< / span > };< / div >
< / div >
< div class = "line" > < a id = "l00297" name = "l00297" > < / a > < span class = "lineno" > 297< / span > < / div >
< div class = "line" > < a id = "l00298" name = "l00298" > < / a > < span class = "lineno" > 298< / span > } < span class = "comment" > // namespace mlx::core::fast< / span > < / 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 >
< div class = "ttc" id = "aclassmlx_1_1core_1_1_primitive_html_a46e6257397a662528f9f831842ac456a" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1_primitive.html#a46e6257397a662528f9f831842ac456a" > mlx::core::Primitive::stream< / a > < / div > < div class = "ttdeci" > const Stream & stream()< / div > < div class = "ttdoc" > The stream the primitive will run on.< / div > < div class = "ttdef" > < b > Definition< / b > primitives.h:58< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1_primitive_html_a6140a502af4c2bbbc776ab26e9afebcd" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1_primitive.html#a6140a502af4c2bbbc776ab26e9afebcd" > mlx::core::Primitive::is_equivalent< / a > < / div > < div class = "ttdeci" > virtual bool is_equivalent(const Primitive & other) const< / div > < div class = "ttdoc" > Equivalence check defaults to false unless overridden by the primitive.< / div > < div class = "ttdef" > < b > Definition< / b > primitives.h:107< / div > < / div >
2024-12-07 05:22:39 +08:00
< 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:23< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_affine_quantize_html" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_affine_quantize.html" > mlx::core::fast::AffineQuantize< / a > < / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:221< / div > < / div >
2024-11-23 04:24:16 +08:00
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_affine_quantize_html_a3b5d628628d245b38911118d4a0ff9fd" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_affine_quantize.html#a3b5d628628d245b38911118d4a0ff9fd" > mlx::core::fast::AffineQuantize::eval_cpu< / a > < / div > < div class = "ttdeci" > void eval_cpu(const std::vector< array > & inputs, std::vector< array > & outputs) override< / div > < div class = "ttdoc" > A primitive must know how to evaluate itself on the CPU/GPU for the given inputs and populate the out...< / div > < / div >
2024-10-15 23:12:17 +08:00
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_affine_quantize_html_a4b8f1b1f633002c8ca6fa8f0ef4dd587" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_affine_quantize.html#a4b8f1b1f633002c8ca6fa8f0ef4dd587" > mlx::core::fast::AffineQuantize::DEFINE_PRINT< / a > < / div > < div class = "ttdeci" > DEFINE_PRINT(AffineQuantize)< / div > < / div >
2024-12-07 05:22:39 +08:00
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_affine_quantize_html_a50934862ccdb16a3dcce6626c5727080" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_affine_quantize.html#a50934862ccdb16a3dcce6626c5727080" > mlx::core::fast::AffineQuantize::output_shapes< / a > < / div > < div class = "ttdeci" > std::vector< Shape > output_shapes(const std::vector< array > & inputs) override< / div > < div class = "ttdoc" > Get the output shapes of the primitive.< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_affine_quantize_html_a5936175e5923aec272d6f718785f57a1" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_affine_quantize.html#a5936175e5923aec272d6f718785f57a1" > mlx::core::fast::AffineQuantize::is_equivalent< / a > < / div > < div class = "ttdeci" > bool is_equivalent(const Primitive & other) const override< / div > < div class = "ttdoc" > Equivalence check defaults to false unless overridden by the primitive.< / div > < / div >
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< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_affine_quantize_html_a63812b2abaf26ad7e7fa4c9e82db1628" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_affine_quantize.html#a63812b2abaf26ad7e7fa4c9e82db1628" > mlx::core::fast::AffineQuantize::eval_gpu< / a > < / div > < div class = "ttdeci" > void eval_gpu(const std::vector< array > & inputs, std::vector< array > & outputs) override< / div > < / div >
2024-12-07 05:22:39 +08:00
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_affine_quantize_html_a84d5fa9e8c3de407fbcc5f38d2ed1473" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_affine_quantize.html#a84d5fa9e8c3de407fbcc5f38d2ed1473" > mlx::core::fast::AffineQuantize::AffineQuantize< / a > < / div > < div class = "ttdeci" > AffineQuantize(Stream stream, std::function< std::vector< array > (std::vector< array > )> fallback, int group_size, int bits, bool dequantize)< / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:223< / div > < / div >
2024-10-15 23:12:17 +08:00
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_custom_html" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_custom.html" > mlx::core::fast::Custom< / a > < / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:12< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_custom_html_a4186fea23f7156c38960426821fca313" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_custom.html#a4186fea23f7156c38960426821fca313" > mlx::core::fast::Custom::Custom< / a > < / div > < div class = "ttdeci" > Custom(Stream stream, std::function< std::vector< array > (std::vector< array > )> fallback)< / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:14< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_custom_html_a74be4bcd0382f7f6400bf73fd5569c91" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_custom.html#a74be4bcd0382f7f6400bf73fd5569c91" > mlx::core::fast::Custom::vjp< / a > < / div > < div class = "ttdeci" > virtual std::vector< array > vjp(const std::vector< array > & primals, const std::vector< array > & cotangents, const std::vector< int > & argnums, const std::vector< array > & outputs) override< / div > < div class = "ttdoc" > The vector-Jacobian product.< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_custom_html_a7f4c3a4c48c6807faa36fb31e39dad8d" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_custom.html#a7f4c3a4c48c6807faa36fb31e39dad8d" > mlx::core::fast::Custom::vmap< / a > < / div > < div class = "ttdeci" > virtual std::pair< std::vector< array > , std::vector< int > > vmap(const std::vector< array > & inputs, const std::vector< int > & axes) override< / div > < div class = "ttdoc" > The primitive must know how to vectorize itself across the given axes.< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_custom_html_ac77b28702654df8e7d882a49357a9584" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_custom.html#ac77b28702654df8e7d882a49357a9584" > mlx::core::fast::Custom::jvp< / a > < / div > < div class = "ttdeci" > virtual std::vector< array > jvp(const std::vector< array > & primals, const std::vector< array > & tangents, const std::vector< int > & argnums) override< / div > < div class = "ttdoc" > The Jacobian-vector product.< / div > < / div >
2024-12-07 05:22:39 +08:00
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_custom_kernel_html" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_custom_kernel.html" > mlx::core::fast::CustomKernel< / a > < / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:258< / div > < / div >
2024-10-15 23:12:17 +08:00
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_custom_kernel_html_a116ecf31c8672c94e5ea06c1d43e9534" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_custom_kernel.html#a116ecf31c8672c94e5ea06c1d43e9534" > mlx::core::fast::CustomKernel::DEFINE_PRINT< / a > < / div > < div class = "ttdeci" > DEFINE_PRINT(CustomKernel)< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_custom_kernel_html_a2ed2a16b23053f8195068386a99fd6db" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_custom_kernel.html#a2ed2a16b23053f8195068386a99fd6db" > mlx::core::fast::CustomKernel::eval_gpu< / a > < / div > < div class = "ttdeci" > void eval_gpu(const std::vector< array > & inputs, std::vector< array > & outputs) override< / div > < / div >
2024-12-07 05:22:39 +08:00
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_custom_kernel_html_a4ad1b7a9919753c759093f3e21a15bad" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_custom_kernel.html#a4ad1b7a9919753c759093f3e21a15bad" > mlx::core::fast::CustomKernel::eval_cpu< / a > < / div > < div class = "ttdeci" > void eval_cpu(const std::vector< array > & inputs, std::vector< array > & outputs) override< / div > < div class = "ttdoc" > A primitive must know how to evaluate itself on the CPU/GPU for the given inputs and populate the out...< / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:278< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_custom_kernel_html_a954893e07f0d36715b4e1e414b6f2153" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_custom_kernel.html#a954893e07f0d36715b4e1e414b6f2153" > mlx::core::fast::CustomKernel::CustomKernel< / a > < / div > < div class = "ttdeci" > CustomKernel(Stream stream, std::string name, std::string source, std::tuple< int, int, int > grid, std::tuple< int, int, int > threadgroup, std::vector< CustomKernelShapeInfo > shape_infos, bool ensure_row_contiguous, std::optional< float > init_value)< / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:260< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_layer_norm_html" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_layer_norm.html" > mlx::core::fast::LayerNorm< / a > < / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:91< / div > < / div >
2024-10-15 23:12:17 +08:00
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_layer_norm_html_a467fcf02b3ddf1d8b6d476b244ae3568" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_layer_norm.html#a467fcf02b3ddf1d8b6d476b244ae3568" > mlx::core::fast::LayerNorm::DEFINE_PRINT< / a > < / div > < div class = "ttdeci" > DEFINE_PRINT(LayerNorm) bool is_equivalent(const Primitive & other) const override< / div > < / div >
2024-12-07 05:22:39 +08:00
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_layer_norm_html_a5ac38d50e62850589bf51ee313303153" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_layer_norm.html#a5ac38d50e62850589bf51ee313303153" > mlx::core::fast::LayerNorm::LayerNorm< / a > < / div > < div class = "ttdeci" > LayerNorm(Stream stream, std::function< std::vector< array > (std::vector< array > )> fallback, float eps)< / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:93< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_layer_norm_html_a5d7a4c1c9ee84e327d1c371733108c05" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_layer_norm.html#a5d7a4c1c9ee84e327d1c371733108c05" > mlx::core::fast::LayerNorm::eval_cpu< / a > < / div > < div class = "ttdeci" > void eval_cpu(const std::vector< array > & inputs, std::vector< array > & outputs) override< / div > < div class = "ttdoc" > A primitive must know how to evaluate itself on the CPU/GPU for the given inputs and populate the out...< / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:99< / div > < / div >
2024-10-15 23:12:17 +08:00
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_layer_norm_html_a77abda7f47bffa2c037a5d60cccc1528" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_layer_norm.html#a77abda7f47bffa2c037a5d60cccc1528" > mlx::core::fast::LayerNorm::eval_gpu< / a > < / div > < div class = "ttdeci" > void eval_gpu(const std::vector< array > & inputs, std::vector< array > & outputs) override< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_layer_norm_html_ae5e1b5df0705a6b1d141691a4396b0b6" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_layer_norm.html#ae5e1b5df0705a6b1d141691a4396b0b6" > mlx::core::fast::LayerNorm::vjp< / a > < / div > < div class = "ttdeci" > std::vector< array > vjp(const std::vector< array > & primals, const std::vector< array > & cotangents, const std::vector< int > & argnums, const std::vector< array > & outputs) override< / div > < div class = "ttdoc" > The vector-Jacobian product.< / div > < / div >
2024-12-07 05:22:39 +08:00
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p_html" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html" > mlx::core::fast::LayerNormVJP< / a > < / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:121< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p_html_a0d8c4c6e7462befc38f7e08244fa1c2b" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html#a0d8c4c6e7462befc38f7e08244fa1c2b" > mlx::core::fast::LayerNormVJP::eval_cpu< / a > < / div > < div class = "ttdeci" > void eval_cpu(const std::vector< array > & inputs, std::vector< array > & outputs) override< / div > < div class = "ttdoc" > A primitive must know how to evaluate itself on the CPU/GPU for the given inputs and populate the out...< / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:129< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p_html_a41bc1391dbc0cf63b2c85b67956c08d9" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html#a41bc1391dbc0cf63b2c85b67956c08d9" > mlx::core::fast::LayerNormVJP::LayerNormVJP< / a > < / div > < div class = "ttdeci" > LayerNormVJP(Stream stream, std::function< std::vector< array > (std::vector< array > )> fallback, float eps)< / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:123< / div > < / div >
2024-10-15 23:12:17 +08:00
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p_html_a5ab3eb5402c7e8060916056eb2b7887f" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html#a5ab3eb5402c7e8060916056eb2b7887f" > mlx::core::fast::LayerNormVJP::DEFINE_PRINT< / a > < / div > < div class = "ttdeci" > DEFINE_PRINT(LayerNormVJP) bool is_equivalent(const Primitive & other) const override< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p_html_a954a003a4a27c8c4c60a5a14142a9cc3" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html#a954a003a4a27c8c4c60a5a14142a9cc3" > mlx::core::fast::LayerNormVJP::eval_gpu< / a > < / div > < div class = "ttdeci" > void eval_gpu(const std::vector< array > & inputs, std::vector< array > & outputs) override< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_r_m_s_norm_html" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html" > mlx::core::fast::RMSNorm< / a > < / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:38< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_r_m_s_norm_html_a22adaff0749711263388ec151fcfebe2" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#a22adaff0749711263388ec151fcfebe2" > mlx::core::fast::RMSNorm::RMSNorm< / a > < / div > < div class = "ttdeci" > RMSNorm(Stream stream, std::function< std::vector< array > (std::vector< array > )> fallback, float eps)< / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:40< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_r_m_s_norm_html_a7da6e0cfd630958d9633b2e2bd97a54f" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#a7da6e0cfd630958d9633b2e2bd97a54f" > mlx::core::fast::RMSNorm::eval_cpu< / a > < / div > < div class = "ttdeci" > void eval_cpu(const std::vector< array > & inputs, std::vector< array > & outputs) override< / div > < div class = "ttdoc" > A primitive must know how to evaluate itself on the CPU/GPU for the given inputs and populate the out...< / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:46< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_r_m_s_norm_html_aacfbbbc15fcee0a5ce4f519ca3cca5eb" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#aacfbbbc15fcee0a5ce4f519ca3cca5eb" > mlx::core::fast::RMSNorm::vjp< / a > < / div > < div class = "ttdeci" > std::vector< array > vjp(const std::vector< array > & primals, const std::vector< array > & cotangents, const std::vector< int > & argnums, const std::vector< array > & outputs) override< / div > < div class = "ttdoc" > The vector-Jacobian product.< / div > < / div >
2024-12-07 05:22:39 +08:00
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_r_m_s_norm_html_abbb87759ed47c966ca644375e4b2ce69" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#abbb87759ed47c966ca644375e4b2ce69" > mlx::core::fast::RMSNorm::eps_< / a > < / div > < div class = "ttdeci" > DEFINE_INPUT_OUTPUT_SHAPE() private float eps_< / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:61< / div > < / div >
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< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_r_m_s_norm_html_ae6eea81b5e3789c2f6f376cc07f0a47c" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#ae6eea81b5e3789c2f6f376cc07f0a47c" > mlx::core::fast::RMSNorm::DEFINE_PRINT< / a > < / div > < div class = "ttdeci" > DEFINE_PRINT(RMSNorm) bool is_equivalent(const Primitive & other) const override< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_r_m_s_norm_html_ae7955e8d43c097eecae264e804b4d8ca" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#ae7955e8d43c097eecae264e804b4d8ca" > mlx::core::fast::RMSNorm::eval_gpu< / a > < / div > < div class = "ttdeci" > void eval_gpu(const std::vector< array > & inputs, std::vector< array > & outputs) override< / div > < / div >
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< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p_html" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html" > mlx::core::fast::RMSNormVJP< / a > < / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:68< / div > < / div >
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< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p_html_a48efb8fa84c4ba6cc9fb560ebbe01560" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html#a48efb8fa84c4ba6cc9fb560ebbe01560" > mlx::core::fast::RMSNormVJP::eval_gpu< / a > < / div > < div class = "ttdeci" > void eval_gpu(const std::vector< array > & inputs, std::vector< array > & outputs) override< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p_html_a9895733eab845e11484d86cf6ecedced" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html#a9895733eab845e11484d86cf6ecedced" > mlx::core::fast::RMSNormVJP::DEFINE_PRINT< / a > < / div > < div class = "ttdeci" > DEFINE_PRINT(RMSNormVJP) bool is_equivalent(const Primitive & other) const override< / div > < / div >
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< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p_html_aac060129b2e1af79bf388bfe705381ca" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html#aac060129b2e1af79bf388bfe705381ca" > mlx::core::fast::RMSNormVJP::RMSNormVJP< / a > < / div > < div class = "ttdeci" > RMSNormVJP(Stream stream, std::function< std::vector< array > (std::vector< array > )> fallback, float eps)< / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:70< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p_html_adfc1d52bc266466ab29ee45fd8fab439" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html#adfc1d52bc266466ab29ee45fd8fab439" > mlx::core::fast::RMSNormVJP::eval_cpu< / a > < / div > < div class = "ttdeci" > void eval_cpu(const std::vector< array > & inputs, std::vector< array > & outputs) override< / div > < div class = "ttdoc" > A primitive must know how to evaluate itself on the CPU/GPU for the given inputs and populate the out...< / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:76< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_ro_p_e_html" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html" > mlx::core::fast::RoPE< / a > < / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:144< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_ro_p_e_html_a031fa27aeba94cfa5ccc633137a12163" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#a031fa27aeba94cfa5ccc633137a12163" > mlx::core::fast::RoPE::RoPE< / a > < / div > < div class = "ttdeci" > RoPE(Stream stream, std::function< std::vector< array > (std::vector< array > )> fallback, int dims, bool traditional, float base, float scale, int offset, bool forward)< / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:146< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_ro_p_e_html_a05a7d595c6b9dadf7ddfd6e3fd402f0e" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#a05a7d595c6b9dadf7ddfd6e3fd402f0e" > mlx::core::fast::RoPE::eval_cpu< / a > < / div > < div class = "ttdeci" > void eval_cpu(const std::vector< array > & inputs, std::vector< array > & outputs) override< / div > < div class = "ttdoc" > A primitive must know how to evaluate itself on the CPU/GPU for the given inputs and populate the out...< / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:163< / div > < / div >
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< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_ro_p_e_html_a2b06fe64fa8feca65140632087065e16" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#a2b06fe64fa8feca65140632087065e16" > mlx::core::fast::RoPE::DEFINE_PRINT< / a > < / div > < div class = "ttdeci" > DEFINE_PRINT(RoPE) bool is_equivalent(const Primitive & other) const override< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_ro_p_e_html_a913b6b00fc518b25ac3947e4e15790f2" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#a913b6b00fc518b25ac3947e4e15790f2" > mlx::core::fast::RoPE::eval_gpu< / a > < / div > < div class = "ttdeci" > void eval_gpu(const std::vector< array > & inputs, std::vector< array > & outputs) override< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_ro_p_e_html_ad999105414badd66c8fd9e069454a533" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#ad999105414badd66c8fd9e069454a533" > mlx::core::fast::RoPE::vjp< / a > < / div > < div class = "ttdeci" > std::vector< array > vjp(const std::vector< array > & primals, const std::vector< array > & cotangents, const std::vector< int > & argnums, const std::vector< array > & outputs) override< / div > < div class = "ttdoc" > The vector-Jacobian product.< / div > < / div >
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< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention_html" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html" > mlx::core::fast::ScaledDotProductAttention< / a > < / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:190< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention_html_a505f38ba93a3499895f5312e0112e73d" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#a505f38ba93a3499895f5312e0112e73d" > mlx::core::fast::ScaledDotProductAttention::eval_gpu< / a > < / div > < div class = "ttdeci" > void eval_gpu(const std::vector< array > & inputs, std::vector< array > & outputs) override< / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:204< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention_html_a6a904c377fffc3c193102a3123f5e706" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#a6a904c377fffc3c193102a3123f5e706" > mlx::core::fast::ScaledDotProductAttention::ScaledDotProductAttention< / a > < / div > < div class = "ttdeci" > ScaledDotProductAttention(Stream stream, std::function< std::vector< array > (std::vector< array > )> fallback, const float scale, const bool needs_mask)< / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:192< / div > < / div >
2024-10-15 23:12:17 +08:00
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention_html_a6cc2092fa5b8e7585921b8e0f3ec3db7" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#a6cc2092fa5b8e7585921b8e0f3ec3db7" > mlx::core::fast::ScaledDotProductAttention::DEFINE_PRINT< / a > < / div > < div class = "ttdeci" > DEFINE_PRINT(ScaledDotProductAttention)< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention_html_ad51666e69f670e286293aff96eb435a9" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#ad51666e69f670e286293aff96eb435a9" > mlx::core::fast::ScaledDotProductAttention::eval_gpu< / a > < / div > < div class = "ttdeci" > void eval_gpu(const std::vector< array > & inputs, array & out)< / div > < / div >
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< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention_html_ae20851e002f7fcb6d4f97817596f6328" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#ae20851e002f7fcb6d4f97817596f6328" > mlx::core::fast::ScaledDotProductAttention::eval_cpu< / a > < / div > < div class = "ttdeci" > void eval_cpu(const std::vector< array > & inputs, std::vector< array > & outputs) override< / div > < div class = "ttdoc" > A primitive must know how to evaluate itself on the CPU/GPU for the given inputs and populate the out...< / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:199< / div > < / div >
2024-10-15 23:12:17 +08:00
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention_html_af08b1294f3f93505a96fdfa85b1edd62" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#af08b1294f3f93505a96fdfa85b1edd62" > mlx::core::fast::ScaledDotProductAttention::is_equivalent< / a > < / div > < div class = "ttdeci" > bool is_equivalent(const Primitive & other) const override< / div > < div class = "ttdoc" > Equivalence check defaults to false unless overridden by the primitive.< / div > < / div >
< div class = "ttc" id = "agroup__ops_html_ga2a466024f8061febc0a64be557644cb0" > < div class = "ttname" > < a href = "group__ops.html#ga2a466024f8061febc0a64be557644cb0" > mlx::core::std< / a > < / div > < div class = "ttdeci" > array std(const array & a, bool keepdims, int ddof=0, StreamOrDevice s={})< / div > < div class = "ttdoc" > Computes the standard deviation of the elements of an array.< / 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 = "aprimitives_8h_html" > < div class = "ttname" > < a href = "primitives_8h.html" > primitives.h< / a > < / div > < / div >
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< div class = "ttc" id = "aprimitives_8h_html_a649a06267b75e007224ea4ddefedb999" > < div class = "ttname" > < a href = "primitives_8h.html#a649a06267b75e007224ea4ddefedb999" > DEFINE_INPUT_OUTPUT_SHAPE< / a > < / div > < div class = "ttdeci" > #define DEFINE_INPUT_OUTPUT_SHAPE()< / div > < div class = "ttdef" > < b > Definition< / b > primitives.h:39< / div > < / div >
< div class = "ttc" id = "aquantized_8h_html_aecff265b63566d0d5689cfc4e5b037d2" > < div class = "ttname" > < a href = "quantized_8h.html#aecff265b63566d0d5689cfc4e5b037d2" > dequantize< / a > < / div > < div class = "ttdeci" > void dequantize(const device uint8_t *w, U scale, U bias, threadgroup U *w_local)< / div > < div class = "ttdef" > < b > Definition< / b > quantized.h:372< / div > < / div >
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< div class = "ttc" id = "astructmlx_1_1core_1_1_stream_html" > < div class = "ttname" > < a href = "structmlx_1_1core_1_1_stream.html" > mlx::core::Stream< / a > < / div > < div class = "ttdef" > < b > Definition< / b > stream.h:9< / div > < / div >
2024-12-07 05:22:39 +08:00
< div class = "ttc" id = "astructmlx_1_1core_1_1fast_1_1_custom_kernel_shape_info_html" > < div class = "ttname" > < a href = "structmlx_1_1core_1_1fast_1_1_custom_kernel_shape_info.html" > mlx::core::fast::CustomKernelShapeInfo< / a > < / div > < div class = "ttdef" > < b > Definition< / b > fast_primitives.h:252< / div > < / div >
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