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< div class = "headertitle" > < div class = "title" > fast_primitives.h< / div > < / div >
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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 " < a class = "code" href = "primitives_8h.html" > mlx/primitives.h< / a > " < / 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 = "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 = "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 = "comment" > // Custom primitive accepts a fallback function which it uses for< / span > < / div >
< div class = "line" > < a id = "l00008" name = "l00008" > < / a > < span class = "lineno" > 8< / span > < span class = "comment" > // transformations. Transformations are virtual so that derived classes may< / span > < / div >
< div class = "line" > < a id = "l00009" name = "l00009" > < / a > < span class = "lineno" > 9< / span > < span class = "comment" > // override the default behavior.< / span > < / div >
< div class = "foldopen" id = "foldopen00010" data-start = "{" data-end = "};" >
< div class = "line" > < a id = "l00010" name = "l00010" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_custom.html" > 10< / 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 = "l00011" name = "l00011" > < / a > < span class = "lineno" > 11< / span > < span class = "keyword" > public< / 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#a4186fea23f7156c38960426821fca313" > 12< / 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 = "l00013" name = "l00013" > < / a > < span class = "lineno" > 13< / 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 = "l00014" name = "l00014" > < / a > < span class = "lineno" > 14< / span > std::function< std::vector< array> (std::vector< array> )> fallback)< / div >
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< div class = "line" > < a id = "l00015" name = "l00015" > < / a > < span class = "lineno" > 15< / 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 >
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< / div >
< div class = "line" > < a id = "l00016" name = "l00016" > < / a > < span class = "lineno" > 16< / span > < / div >
< div class = "line" > < a id = "l00017" name = "l00017" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_custom.html#a7f4c3a4c48c6807faa36fb31e39dad8d" > 17< / 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 = "l00018" name = "l00018" > < / a > < span class = "lineno" > 18< / span > < span class = "keyword" > const< / span > std::vector< array> & inputs,< / div >
< div class = "line" > < a id = "l00019" name = "l00019" > < / a > < span class = "lineno" > 19< / span > < span class = "keyword" > const< / span > std::vector< int> & axes) < span class = "keyword" > override< / span > ;< / div >
< div class = "line" > < a id = "l00020" name = "l00020" > < / a > < span class = "lineno" > 20< / span > < / div >
< div class = "line" > < a id = "l00021" name = "l00021" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_custom.html#ac77b28702654df8e7d882a49357a9584" > 21< / 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 = "l00022" name = "l00022" > < / a > < span class = "lineno" > 22< / span > < span class = "keyword" > const< / span > std::vector< array> & primals,< / div >
< div class = "line" > < a id = "l00023" name = "l00023" > < / a > < span class = "lineno" > 23< / span > < span class = "keyword" > const< / span > std::vector< array> & tangents,< / div >
< div class = "line" > < a id = "l00024" name = "l00024" > < / a > < span class = "lineno" > 24< / span > < span class = "keyword" > const< / span > std::vector< int> & argnums) < span class = "keyword" > override< / span > ;< / div >
< div class = "line" > < a id = "l00025" name = "l00025" > < / a > < span class = "lineno" > 25< / span > < / div >
< div class = "line" > < a id = "l00026" name = "l00026" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_custom.html#a74be4bcd0382f7f6400bf73fd5569c91" > 26< / 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 = "l00027" name = "l00027" > < / a > < span class = "lineno" > 27< / span > < span class = "keyword" > const< / span > std::vector< array> & primals,< / div >
< div class = "line" > < a id = "l00028" name = "l00028" > < / a > < span class = "lineno" > 28< / span > < span class = "keyword" > const< / span > std::vector< array> & cotangents,< / div >
< div class = "line" > < a id = "l00029" name = "l00029" > < / a > < span class = "lineno" > 29< / span > < span class = "keyword" > const< / span > std::vector< int> & argnums,< / div >
< div class = "line" > < a id = "l00030" name = "l00030" > < / a > < span class = "lineno" > 30< / span > < span class = "keyword" > const< / span > std::vector< array> & outputs) < span class = "keyword" > override< / span > ;< / div >
< div class = "line" > < a id = "l00031" name = "l00031" > < / a > < span class = "lineno" > 31< / span > < / div >
< div class = "line" > < a id = "l00032" name = "l00032" > < / a > < span class = "lineno" > 32< / span > < span class = "keyword" > private< / span > :< / div >
< div class = "line" > < a id = "l00033" name = "l00033" > < / a > < span class = "lineno" > 33< / span > std::function< std::vector< array> (std::vector< array> )> fallback_;< / div >
< div class = "line" > < a id = "l00034" name = "l00034" > < / a > < span class = "lineno" > 34< / span > };< / div >
< / div >
< div class = "line" > < a id = "l00035" name = "l00035" > < / a > < span class = "lineno" > 35< / span > < / div >
< div class = "foldopen" id = "foldopen00036" data-start = "{" data-end = "};" >
< div class = "line" > < a id = "l00036" name = "l00036" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html" > 36< / 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 = "l00037" name = "l00037" > < / a > < span class = "lineno" > 37< / span > < span class = "keyword" > public< / 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#a22adaff0749711263388ec151fcfebe2" > 38< / 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 = "l00039" name = "l00039" > < / a > < span class = "lineno" > 39< / 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 = "l00040" name = "l00040" > < / a > < span class = "lineno" > 40< / span > std::function< std::vector< array> (std::vector< array> )> fallback,< / div >
< div class = "line" > < a id = "l00041" name = "l00041" > < / a > < span class = "lineno" > 41< / span > < span class = "keywordtype" > float< / span > eps)< / div >
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< div class = "line" > < a id = "l00042" name = "l00042" > < / a > < span class = "lineno" > 42< / 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), eps_(eps) {}< / div >
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< / div >
< div class = "line" > < a id = "l00043" name = "l00043" > < / a > < span class = "lineno" > 43< / span > < / div >
< div class = "foldopen" id = "foldopen00044" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00044" name = "l00044" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#a7da6e0cfd630958d9633b2e2bd97a54f" > 44< / 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 = "l00045" name = "l00045" > < / a > < span class = "lineno" > 45< / span > < span class = "keyword" > override < / span > {< / div >
< div class = "line" > < a id = "l00046" name = "l00046" > < / a > < span class = "lineno" > 46< / span > < span class = "keywordflow" > throw< / span > std::runtime_error(< span class = "stringliteral" > " NYI" < / span > );< / div >
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< div class = "line" > < a id = "l00047" name = "l00047" > < / a > < span class = "lineno" > 47< / span > }< / div >
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< / div >
< div class = "line" > < a id = "l00048" name = "l00048" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#ae7955e8d43c097eecae264e804b4d8ca" > 48< / 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 = "l00049" name = "l00049" > < / a > < span class = "lineno" > 49< / span > < span class = "keyword" > override< / span > ;< / div >
< div class = "line" > < a id = "l00050" name = "l00050" > < / a > < span class = "lineno" > 50< / span > < / div >
< div class = "line" > < a id = "l00051" name = "l00051" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#aacfbbbc15fcee0a5ce4f519ca3cca5eb" > 51< / 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 = "l00052" name = "l00052" > < / a > < span class = "lineno" > 52< / span > < span class = "keyword" > const< / span > std::vector< array> & primals,< / div >
< div class = "line" > < a id = "l00053" name = "l00053" > < / a > < span class = "lineno" > 53< / span > < span class = "keyword" > const< / span > std::vector< array> & cotangents,< / div >
< div class = "line" > < a id = "l00054" name = "l00054" > < / a > < span class = "lineno" > 54< / span > < span class = "keyword" > const< / span > std::vector< int> & argnums,< / div >
< div class = "line" > < a id = "l00055" name = "l00055" > < / a > < span class = "lineno" > 55< / span > < span class = "keyword" > const< / span > std::vector< array> & outputs) < span class = "keyword" > override< / span > ;< / div >
< div class = "line" > < a id = "l00056" name = "l00056" > < / a > < span class = "lineno" > 56< / span > < / div >
< div class = "line" > < a id = "l00057" name = "l00057" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm.html#ae6eea81b5e3789c2f6f376cc07f0a47c" > 57< / 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 = "l00058" name = "l00058" > < / a > < span class = "lineno" > 58< / 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 = "l00059" name = "l00059" > < / a > < span class = "lineno" > 59< / span > < / div >
< div class = "line" > < a id = "l00060" name = "l00060" > < / a > < span class = "lineno" > 60< / span > < span class = "keyword" > private< / span > :< / div >
< div class = "line" > < a id = "l00061" name = "l00061" > < / a > < span class = "lineno" > 61< / span > std::function< std::vector< array> (std::vector< array> )> fallback_;< / div >
< div class = "line" > < a id = "l00062" name = "l00062" > < / a > < span class = "lineno" > 62< / span > < span class = "keywordtype" > float< / span > eps_;< / div >
< div class = "line" > < a id = "l00063" name = "l00063" > < / a > < span class = "lineno" > 63< / span > };< / div >
< / div >
< div class = "line" > < a id = "l00064" name = "l00064" > < / a > < span class = "lineno" > 64< / span > < / div >
< div class = "foldopen" id = "foldopen00065" data-start = "{" data-end = "};" >
< 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_v_j_p.html" > 65< / a > < / span > < span class = "keyword" > class < / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html" > RMSNormVJP< / 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 = "l00066" name = "l00066" > < / a > < span class = "lineno" > 66< / span > < span class = "keyword" > public< / span > :< / div >
< div class = "foldopen" id = "foldopen00067" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00067" name = "l00067" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html#aac060129b2e1af79bf388bfe705381ca" > 67< / 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 = "l00068" name = "l00068" > < / a > < span class = "lineno" > 68< / 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 = "l00069" name = "l00069" > < / a > < span class = "lineno" > 69< / span > std::function< std::vector< array> (std::vector< array> )> fallback,< / div >
< div class = "line" > < a id = "l00070" name = "l00070" > < / a > < span class = "lineno" > 70< / span > < span class = "keywordtype" > float< / span > eps)< / div >
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< div class = "line" > < a id = "l00071" name = "l00071" > < / a > < span class = "lineno" > 71< / 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), eps_(eps) {}< / div >
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< / div >
< div class = "line" > < a id = "l00072" name = "l00072" > < / a > < span class = "lineno" > 72< / span > < / div >
< div class = "foldopen" id = "foldopen00073" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00073" name = "l00073" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html#adfc1d52bc266466ab29ee45fd8fab439" > 73< / 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 = "l00074" name = "l00074" > < / a > < span class = "lineno" > 74< / span > < span class = "keyword" > override < / span > {< / div >
< div class = "line" > < a id = "l00075" name = "l00075" > < / a > < span class = "lineno" > 75< / span > < span class = "keywordflow" > throw< / span > std::runtime_error(< span class = "stringliteral" > " NYI" < / span > );< / div >
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< div class = "line" > < a id = "l00076" name = "l00076" > < / a > < span class = "lineno" > 76< / span > }< / div >
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< / div >
< div class = "line" > < a id = "l00077" name = "l00077" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html#a48efb8fa84c4ba6cc9fb560ebbe01560" > 77< / 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 = "l00078" name = "l00078" > < / a > < span class = "lineno" > 78< / span > < span class = "keyword" > override< / span > ;< / div >
< div class = "line" > < a id = "l00079" name = "l00079" > < / a > < span class = "lineno" > 79< / span > < / div >
< div class = "line" > < a id = "l00080" name = "l00080" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_r_m_s_norm_v_j_p.html#a9895733eab845e11484d86cf6ecedced" > 80< / 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 = "l00081" name = "l00081" > < / a > < span class = "lineno" > 81< / 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 = "l00082" name = "l00082" > < / a > < span class = "lineno" > 82< / span > < / div >
< div class = "line" > < a id = "l00083" name = "l00083" > < / a > < span class = "lineno" > 83< / span > < span class = "keyword" > private< / span > :< / div >
< div class = "line" > < a id = "l00084" name = "l00084" > < / a > < span class = "lineno" > 84< / span > std::function< std::vector< array> (std::vector< array> )> fallback_;< / div >
< div class = "line" > < a id = "l00085" name = "l00085" > < / a > < span class = "lineno" > 85< / span > < span class = "keywordtype" > float< / span > eps_;< / div >
< div class = "line" > < a id = "l00086" name = "l00086" > < / a > < span class = "lineno" > 86< / span > };< / div >
< / div >
< div class = "line" > < a id = "l00087" name = "l00087" > < / a > < span class = "lineno" > 87< / span > < / div >
< div class = "foldopen" id = "foldopen00088" data-start = "{" data-end = "};" >
< div class = "line" > < a id = "l00088" name = "l00088" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_layer_norm.html" > 88< / 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 = "l00089" name = "l00089" > < / a > < span class = "lineno" > 89< / span > < span class = "keyword" > public< / span > :< / div >
< div class = "foldopen" id = "foldopen00090" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00090" name = "l00090" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_layer_norm.html#a5ac38d50e62850589bf51ee313303153" > 90< / 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 = "l00091" name = "l00091" > < / a > < span class = "lineno" > 91< / 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 = "l00092" name = "l00092" > < / a > < span class = "lineno" > 92< / span > std::function< std::vector< array> (std::vector< array> )> fallback,< / div >
< div class = "line" > < a id = "l00093" name = "l00093" > < / a > < span class = "lineno" > 93< / span > < span class = "keywordtype" > float< / span > eps)< / div >
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< div class = "line" > < a id = "l00094" name = "l00094" > < / a > < span class = "lineno" > 94< / 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), eps_(eps) {}< / div >
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< / div >
< div class = "line" > < a id = "l00095" name = "l00095" > < / a > < span class = "lineno" > 95< / span > < / div >
< div class = "foldopen" id = "foldopen00096" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00096" name = "l00096" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_layer_norm.html#a5d7a4c1c9ee84e327d1c371733108c05" > 96< / 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 = "l00097" name = "l00097" > < / a > < span class = "lineno" > 97< / span > < span class = "keyword" > override < / span > {< / div >
< div class = "line" > < a id = "l00098" name = "l00098" > < / a > < span class = "lineno" > 98< / span > < span class = "keywordflow" > throw< / span > std::runtime_error(< span class = "stringliteral" > " NYI" < / span > );< / div >
2024-07-12 06:32:08 +08:00
< div class = "line" > < a id = "l00099" name = "l00099" > < / a > < span class = "lineno" > 99< / span > }< / div >
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< / div >
< div class = "line" > < a id = "l00100" name = "l00100" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_layer_norm.html#a77abda7f47bffa2c037a5d60cccc1528" > 100< / 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 = "l00101" name = "l00101" > < / a > < span class = "lineno" > 101< / span > < span class = "keyword" > override< / span > ;< / div >
< div class = "line" > < a id = "l00102" name = "l00102" > < / a > < span class = "lineno" > 102< / span > < / 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#ae5e1b5df0705a6b1d141691a4396b0b6" > 103< / 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 = "l00104" name = "l00104" > < / a > < span class = "lineno" > 104< / span > < span class = "keyword" > const< / span > std::vector< array> & primals,< / div >
< div class = "line" > < a id = "l00105" name = "l00105" > < / a > < span class = "lineno" > 105< / span > < span class = "keyword" > const< / span > std::vector< array> & cotangents,< / div >
< div class = "line" > < a id = "l00106" name = "l00106" > < / a > < span class = "lineno" > 106< / span > < span class = "keyword" > const< / span > std::vector< int> & argnums,< / div >
< div class = "line" > < a id = "l00107" name = "l00107" > < / a > < span class = "lineno" > 107< / span > < span class = "keyword" > const< / span > std::vector< array> & outputs) < span class = "keyword" > override< / span > ;< / div >
< div class = "line" > < a id = "l00108" name = "l00108" > < / a > < span class = "lineno" > 108< / span > < / div >
< div class = "line" > < a id = "l00109" name = "l00109" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_layer_norm.html#a467fcf02b3ddf1d8b6d476b244ae3568" > 109< / 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 = "l00110" name = "l00110" > < / a > < span class = "lineno" > 110< / 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 = "l00111" name = "l00111" > < / a > < span class = "lineno" > 111< / span > < / div >
< div class = "line" > < a id = "l00112" name = "l00112" > < / a > < span class = "lineno" > 112< / span > < span class = "keyword" > private< / span > :< / div >
< div class = "line" > < a id = "l00113" name = "l00113" > < / a > < span class = "lineno" > 113< / span > std::function< std::vector< array> (std::vector< array> )> fallback_;< / div >
< div class = "line" > < a id = "l00114" name = "l00114" > < / a > < span class = "lineno" > 114< / span > < span class = "keywordtype" > float< / span > eps_;< / div >
< div class = "line" > < a id = "l00115" name = "l00115" > < / a > < span class = "lineno" > 115< / span > };< / div >
< / div >
< div class = "line" > < a id = "l00116" name = "l00116" > < / a > < span class = "lineno" > 116< / span > < / div >
< div class = "foldopen" id = "foldopen00117" data-start = "{" data-end = "};" >
< div class = "line" > < a id = "l00117" name = "l00117" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html" > 117< / a > < / span > < span class = "keyword" > class < / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html" > LayerNormVJP< / 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 = "l00118" name = "l00118" > < / a > < span class = "lineno" > 118< / span > < span class = "keyword" > public< / span > :< / div >
< div class = "foldopen" id = "foldopen00119" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00119" name = "l00119" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html#a41bc1391dbc0cf63b2c85b67956c08d9" > 119< / 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 = "l00120" name = "l00120" > < / a > < span class = "lineno" > 120< / 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 = "l00121" name = "l00121" > < / a > < span class = "lineno" > 121< / span > std::function< std::vector< array> (std::vector< array> )> fallback,< / div >
< div class = "line" > < a id = "l00122" name = "l00122" > < / a > < span class = "lineno" > 122< / span > < span class = "keywordtype" > float< / span > eps)< / div >
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< div class = "line" > < a id = "l00123" name = "l00123" > < / a > < span class = "lineno" > 123< / 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), eps_(eps) {}< / div >
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< / div >
< div class = "line" > < a id = "l00124" name = "l00124" > < / a > < span class = "lineno" > 124< / span > < / div >
< div class = "foldopen" id = "foldopen00125" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00125" name = "l00125" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html#a0d8c4c6e7462befc38f7e08244fa1c2b" > 125< / 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 = "l00126" name = "l00126" > < / a > < span class = "lineno" > 126< / span > < span class = "keyword" > override < / span > {< / div >
< div class = "line" > < a id = "l00127" name = "l00127" > < / a > < span class = "lineno" > 127< / span > < span class = "keywordflow" > throw< / span > std::runtime_error(< span class = "stringliteral" > " NYI" < / span > );< / div >
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< div class = "line" > < a id = "l00128" name = "l00128" > < / a > < span class = "lineno" > 128< / span > }< / div >
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< / div >
< 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#a954a003a4a27c8c4c60a5a14142a9cc3" > 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#a954a003a4a27c8c4c60a5a14142a9cc3" > eval_gpu< / a > (< span class = "keyword" > const< / span > std::vector< array> & inputs, std::vector< array> & outputs)< / 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 > < / div >
< div class = "line" > < a id = "l00132" name = "l00132" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_layer_norm_v_j_p.html#a5ab3eb5402c7e8060916056eb2b7887f" > 132< / 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 = "l00133" name = "l00133" > < / a > < span class = "lineno" > 133< / 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 = "l00134" name = "l00134" > < / a > < span class = "lineno" > 134< / span > < / div >
< div class = "line" > < a id = "l00135" name = "l00135" > < / a > < span class = "lineno" > 135< / span > < span class = "keyword" > private< / span > :< / div >
< div class = "line" > < a id = "l00136" name = "l00136" > < / a > < span class = "lineno" > 136< / span > std::function< std::vector< array> (std::vector< array> )> fallback_;< / div >
< div class = "line" > < a id = "l00137" name = "l00137" > < / a > < span class = "lineno" > 137< / span > < span class = "keywordtype" > float< / span > eps_;< / div >
< div class = "line" > < a id = "l00138" name = "l00138" > < / a > < span class = "lineno" > 138< / span > };< / div >
< / div >
< div class = "line" > < a id = "l00139" name = "l00139" > < / a > < span class = "lineno" > 139< / span > < / div >
< div class = "foldopen" id = "foldopen00140" data-start = "{" data-end = "};" >
< div class = "line" > < a id = "l00140" name = "l00140" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html" > 140< / 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 = "l00141" name = "l00141" > < / a > < span class = "lineno" > 141< / span > < span class = "keyword" > public< / span > :< / div >
< div class = "foldopen" id = "foldopen00142" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00142" name = "l00142" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#a031fa27aeba94cfa5ccc633137a12163" > 142< / 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 = "l00143" name = "l00143" > < / a > < span class = "lineno" > 143< / 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 = "l00144" name = "l00144" > < / a > < span class = "lineno" > 144< / span > std::function< std::vector< array> (std::vector< array> )> fallback,< / div >
< div class = "line" > < a id = "l00145" name = "l00145" > < / a > < span class = "lineno" > 145< / span > < span class = "keywordtype" > int< / span > dims,< / div >
< div class = "line" > < a id = "l00146" name = "l00146" > < / a > < span class = "lineno" > 146< / span > < span class = "keywordtype" > bool< / span > traditional,< / div >
< div class = "line" > < a id = "l00147" name = "l00147" > < / a > < span class = "lineno" > 147< / span > < span class = "keywordtype" > float< / span > base,< / div >
< div class = "line" > < a id = "l00148" name = "l00148" > < / a > < span class = "lineno" > 148< / span > < span class = "keywordtype" > float< / span > scale,< / div >
< div class = "line" > < a id = "l00149" name = "l00149" > < / a > < span class = "lineno" > 149< / span > < span class = "keywordtype" > int< / span > offset,< / div >
< div class = "line" > < a id = "l00150" name = "l00150" > < / a > < span class = "lineno" > 150< / span > < span class = "keywordtype" > bool< / span > forward)< / div >
< div class = "line" > < a id = "l00151" name = "l00151" > < / a > < span class = "lineno" > 151< / 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),< / div >
< div class = "line" > < a id = "l00152" name = "l00152" > < / a > < span class = "lineno" > 152< / span > dims_(dims),< / div >
< div class = "line" > < a id = "l00153" name = "l00153" > < / a > < span class = "lineno" > 153< / span > traditional_(traditional),< / div >
< div class = "line" > < a id = "l00154" name = "l00154" > < / a > < span class = "lineno" > 154< / span > base_(base),< / div >
< div class = "line" > < a id = "l00155" name = "l00155" > < / a > < span class = "lineno" > 155< / span > scale_(scale),< / div >
< div class = "line" > < a id = "l00156" name = "l00156" > < / a > < span class = "lineno" > 156< / span > offset_(offset),< / div >
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< div class = "line" > < a id = "l00157" name = "l00157" > < / a > < span class = "lineno" > 157< / span > forward_(forward) {}< / div >
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< / div >
< div class = "line" > < a id = "l00158" name = "l00158" > < / a > < span class = "lineno" > 158< / span > < / div >
< div class = "foldopen" id = "foldopen00159" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00159" name = "l00159" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#a05a7d595c6b9dadf7ddfd6e3fd402f0e" > 159< / 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 = "l00160" name = "l00160" > < / a > < span class = "lineno" > 160< / span > < span class = "keyword" > override < / span > {< / div >
< div class = "line" > < a id = "l00161" name = "l00161" > < / a > < span class = "lineno" > 161< / span > < span class = "keywordflow" > throw< / span > std::runtime_error(< span class = "stringliteral" > " NYI" < / span > );< / div >
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< div class = "line" > < a id = "l00162" name = "l00162" > < / a > < span class = "lineno" > 162< / span > }< / div >
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< / div >
< 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#a913b6b00fc518b25ac3947e4e15790f2" > 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#a913b6b00fc518b25ac3947e4e15790f2" > eval_gpu< / a > (< span class = "keyword" > const< / span > std::vector< array> & inputs, std::vector< array> & outputs)< / 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 > < / div >
< div class = "line" > < a id = "l00166" name = "l00166" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#ad999105414badd66c8fd9e069454a533" > 166< / 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 = "l00167" name = "l00167" > < / a > < span class = "lineno" > 167< / span > < span class = "keyword" > const< / span > std::vector< array> & primals,< / div >
< div class = "line" > < a id = "l00168" name = "l00168" > < / a > < span class = "lineno" > 168< / span > < span class = "keyword" > const< / span > std::vector< array> & cotangents,< / div >
< div class = "line" > < a id = "l00169" name = "l00169" > < / a > < span class = "lineno" > 169< / span > < span class = "keyword" > const< / span > std::vector< int> & argnums,< / div >
< div class = "line" > < a id = "l00170" name = "l00170" > < / a > < span class = "lineno" > 170< / span > < span class = "keyword" > const< / span > std::vector< array> & outputs) < span class = "keyword" > override< / span > ;< / div >
< div class = "line" > < a id = "l00171" name = "l00171" > < / a > < span class = "lineno" > 171< / span > < / div >
< div class = "line" > < a id = "l00172" name = "l00172" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_ro_p_e.html#a2b06fe64fa8feca65140632087065e16" > 172< / 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 = "l00173" name = "l00173" > < / a > < span class = "lineno" > 173< / 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 = "l00174" name = "l00174" > < / a > < span class = "lineno" > 174< / span > < / div >
< div class = "line" > < a id = "l00175" name = "l00175" > < / a > < span class = "lineno" > 175< / span > < span class = "keyword" > private< / span > :< / div >
< div class = "line" > < a id = "l00176" name = "l00176" > < / a > < span class = "lineno" > 176< / span > std::function< std::vector< array> (std::vector< array> )> fallback_;< / div >
< div class = "line" > < a id = "l00177" name = "l00177" > < / a > < span class = "lineno" > 177< / span > < span class = "keywordtype" > int< / span > dims_;< / div >
< div class = "line" > < a id = "l00178" name = "l00178" > < / a > < span class = "lineno" > 178< / span > < span class = "keywordtype" > bool< / span > traditional_;< / div >
< div class = "line" > < a id = "l00179" name = "l00179" > < / a > < span class = "lineno" > 179< / span > < span class = "keywordtype" > float< / span > base_;< / div >
< div class = "line" > < a id = "l00180" name = "l00180" > < / a > < span class = "lineno" > 180< / span > < span class = "keywordtype" > float< / span > scale_;< / div >
< div class = "line" > < a id = "l00181" name = "l00181" > < / a > < span class = "lineno" > 181< / span > < span class = "keywordtype" > int< / span > offset_;< / div >
< div class = "line" > < a id = "l00182" name = "l00182" > < / a > < span class = "lineno" > 182< / span > < span class = "keywordtype" > bool< / span > forward_;< / div >
< div class = "line" > < a id = "l00183" name = "l00183" > < / a > < span class = "lineno" > 183< / span > };< / div >
< / div >
< div class = "line" > < a id = "l00184" name = "l00184" > < / a > < span class = "lineno" > 184< / span > < / div >
< div class = "foldopen" id = "foldopen00185" data-start = "{" data-end = "};" >
< div class = "line" > < a id = "l00185" name = "l00185" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html" > 185< / a > < / span > < span class = "keyword" > class < / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html" > ScaledDotProductAttention< / 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 = "l00186" name = "l00186" > < / a > < span class = "lineno" > 186< / span > < span class = "keyword" > public< / span > :< / div >
< div class = "foldopen" id = "foldopen00187" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00187" name = "l00187" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#a6a904c377fffc3c193102a3123f5e706" > 187< / 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 = "l00188" name = "l00188" > < / a > < span class = "lineno" > 188< / 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 = "l00189" name = "l00189" > < / a > < span class = "lineno" > 189< / span > std::function< std::vector< array> (std::vector< array> )> fallback,< / div >
< div class = "line" > < a id = "l00190" name = "l00190" > < / a > < span class = "lineno" > 190< / span > < span class = "keyword" > const< / span > < span class = "keywordtype" > float< / span > scale,< / div >
< div class = "line" > < a id = "l00191" name = "l00191" > < / a > < span class = "lineno" > 191< / span > < span class = "keyword" > const< / span > < span class = "keywordtype" > bool< / span > needs_mask)< / div >
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< div class = "line" > < a id = "l00192" name = "l00192" > < / a > < span class = "lineno" > 192< / 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), scale_(scale), needs_mask_(needs_mask) {}< / div >
2024-06-07 11:28:06 +08:00
< / div >
< div class = "line" > < a id = "l00193" name = "l00193" > < / a > < span class = "lineno" > 193< / span > < / div >
< div class = "foldopen" id = "foldopen00194" data-start = "{" data-end = "}" >
< div class = "line" > < a id = "l00194" name = "l00194" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#ae20851e002f7fcb6d4f97817596f6328" > 194< / 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 = "l00195" name = "l00195" > < / a > < span class = "lineno" > 195< / span > < span class = "keyword" > override < / span > {< / div >
< div class = "line" > < a id = "l00196" name = "l00196" > < / a > < span class = "lineno" > 196< / span > < span class = "keywordflow" > throw< / span > std::runtime_error(< span class = "stringliteral" > " NYI" < / span > );< / div >
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< div class = "line" > < a id = "l00197" name = "l00197" > < / a > < span class = "lineno" > 197< / span > }< / div >
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< / 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#a505f38ba93a3499895f5312e0112e73d" > 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#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 = "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 > < a class = "code hl_function" href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#a505f38ba93a3499895f5312e0112e73d" > eval_gpu< / a > (inputs, outputs[0]);< / div >
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< div class = "line" > < a id = "l00202" name = "l00202" > < / a > < span class = "lineno" > 202< / span > }< / div >
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< / div >
< div class = "line" > < a id = "l00203" name = "l00203" > < / a > < span class = "lineno" > 203< / span > < / div >
< 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#ad51666e69f670e286293aff96eb435a9" > 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#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 = "l00205" name = "l00205" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#af08b1294f3f93505a96fdfa85b1edd62" > 205< / 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 = "l00206" name = "l00206" > < / a > < span class = "lineno" > 206< / span > < / div >
< div class = "line" > < a id = "l00207" name = "l00207" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1fast_1_1_scaled_dot_product_attention.html#a6cc2092fa5b8e7585921b8e0f3ec3db7" > 207< / 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 = "l00208" name = "l00208" > < / a > < span class = "lineno" > 208< / span > < / div >
< div class = "line" > < a id = "l00209" name = "l00209" > < / a > < span class = "lineno" > 209< / span > < span class = "keyword" > private< / span > :< / div >
< div class = "line" > < a id = "l00210" name = "l00210" > < / a > < span class = "lineno" > 210< / span > std::function< std::vector< array> (std::vector< array> )> fallback_;< / div >
< div class = "line" > < a id = "l00211" name = "l00211" > < / a > < span class = "lineno" > 211< / span > < span class = "keywordtype" > float< / span > scale_;< / div >
< div class = "line" > < a id = "l00212" name = "l00212" > < / a > < span class = "lineno" > 212< / span > < span class = "keywordtype" > bool< / span > needs_mask_;< / div >
< div class = "line" > < a id = "l00213" name = "l00213" > < / a > < span class = "lineno" > 213< / span > };< / div >
< / 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 > } < span class = "comment" > // namespace mlx::core::fast< / span > < / div >
< 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 >
< div class = "ttc" id = "aclassmlx_1_1core_1_1array_html" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1array.html" > mlx::core::array< / a > < / div > < div class = "ttdef" > < b > Definition< / b > array.h:20< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1fast_1_1_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:10< / 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:12< / 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 >
< 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:88< / div > < / div >
< 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 >
< 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:90< / 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:96< / div > < / div >
< 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 >
< 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:117< / 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:125< / 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:119< / div > < / div >
< 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:36< / 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:38< / 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:44< / 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 >
< 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 >
< 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:65< / div > < / div >
< 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 >
< 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:67< / 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:73< / 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:140< / 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:142< / 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:159< / div > < / div >
< 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 >
< 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:185< / 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:199< / 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:187< / div > < / div >
< 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 >
< 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:194< / div > < / div >
< 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 = "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 >
< 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 >
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