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< a href = "fast_8h.html" > Go to the documentation of this file.< / a > < div class = "fragment" > < div class = "line" > < a id = "l00001" name = "l00001" > < / a > < span class = "lineno" > 1< / span > < span class = "comment" > // Copyright © 2023-2024 Apple Inc.< / span > < / div >
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< div class = "line" > < a id = "l00007" name = "l00007" > < / a > < span class = "lineno" > 7< / span > < span class = "preprocessor" > #include " < a class = "code" href = "utils_8h.html" > mlx/utils.h< / a > " < / span > < / div >
< div class = "line" > < a id = "l00008" name = "l00008" > < / a > < span class = "lineno" > 8< / span > < / div >
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< div class = "line" > < a id = "l00009" name = "l00009" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1fast.html" > 9< / a > < / span > < span class = "keyword" > namespace < / span > < a class = "code hl_namespace" href = "namespacemlx_1_1core_1_1fast.html" > mlx::core::fast< / a > {< / div >
< div class = "line" > < a id = "l00010" name = "l00010" > < / a > < span class = "lineno" > 10< / span > < / div >
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< div class = "line" > < a id = "l00012" name = "l00012" > < / a > < span class = "lineno" > 12< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & x,< / div >
< div class = "line" > < a id = "l00013" name = "l00013" > < / a > < span class = "lineno" > 13< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & weight,< / div >
< div class = "line" > < a id = "l00014" name = "l00014" > < / a > < span class = "lineno" > 14< / span > < span class = "keywordtype" > float< / span > eps,< / div >
< div class = "line" > < a id = "l00015" name = "l00015" > < / a > < span class = "lineno" > 15< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / div >
< div class = "line" > < a id = "l00016" name = "l00016" > < / a > < span class = "lineno" > 16< / span > < / div >
< div class = "line" > < a id = "l00017" name = "l00017" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1fast.html#a01bd533ebd0e2415c4ee30032d51d7bf" > 17< / a > < / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > < a class = "code hl_function" href = "namespacemlx_1_1core_1_1fast.html#a01bd533ebd0e2415c4ee30032d51d7bf" > layer_norm< / a > (< / div >
< div class = "line" > < a id = "l00018" name = "l00018" > < / a > < span class = "lineno" > 18< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & x,< / div >
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< div class = "line" > < a id = "l00020" name = "l00020" > < / a > < span class = "lineno" > 20< / span > < span class = "keyword" > const< / span > std::optional< array> & bias,< / div >
< div class = "line" > < a id = "l00021" name = "l00021" > < / a > < span class = "lineno" > 21< / span > < span class = "keywordtype" > float< / span > eps,< / div >
< div class = "line" > < a id = "l00022" name = "l00022" > < / a > < span class = "lineno" > 22< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / div >
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< div class = "line" > < a id = "l00025" name = "l00025" > < / a > < span class = "lineno" > 25< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & x,< / div >
< div class = "line" > < a id = "l00026" name = "l00026" > < / a > < span class = "lineno" > 26< / span > < span class = "keywordtype" > int< / span > dims,< / div >
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< div class = "line" > < a id = "l00031" name = "l00031" > < / a > < span class = "lineno" > 31< / span > < span class = "keyword" > const< / span > std::optional< array> & freqs = std::nullopt,< / div >
< div class = "line" > < a id = "l00032" name = "l00032" > < / a > < span class = "lineno" > 32< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / div >
< div class = "line" > < a id = "l00033" name = "l00033" > < / a > < span class = "lineno" > 33< / span > < / div >
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< div class = "line" > < a id = "l00034" name = "l00034" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1fast.html#a1632b78950f0c8c31b24be7d80faeb39" > 34< / a > < / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > < a class = "code hl_function" href = "namespacemlx_1_1core_1_1fast.html#a534ef357eae24892684a6ecd866d3fab" > rope< / a > (< / div >
< div class = "line" > < a id = "l00035" name = "l00035" > < / a > < span class = "lineno" > 35< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & x,< / div >
< div class = "line" > < a id = "l00036" name = "l00036" > < / a > < span class = "lineno" > 36< / span > < span class = "keywordtype" > int< / span > dims,< / div >
< div class = "line" > < a id = "l00037" name = "l00037" > < / a > < span class = "lineno" > 37< / span > < span class = "keywordtype" > bool< / span > traditional,< / div >
< div class = "line" > < a id = "l00038" name = "l00038" > < / a > < span class = "lineno" > 38< / span > std::optional< float> base,< / div >
< div class = "line" > < a id = "l00039" name = "l00039" > < / a > < span class = "lineno" > 39< / span > < span class = "keywordtype" > float< / span > scale,< / div >
< div class = "line" > < a id = "l00040" name = "l00040" > < / a > < span class = "lineno" > 40< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & offset,< / div >
< div class = "line" > < a id = "l00041" name = "l00041" > < / a > < span class = "lineno" > 41< / span > < span class = "keyword" > const< / span > std::optional< array> & freqs = std::nullopt,< / div >
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< div class = "line" > < a id = "l00042" name = "l00042" > < / a > < span class = "lineno" > 42< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / div >
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< div class = "line" > < a id = "l00043" name = "l00043" > < / a > < span class = "lineno" > 43< / span > < / div >
< div class = "line" > < a id = "l00045" name = "l00045" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1fast.html#a3663b50265b0a9c0cca2b5376852e059" > 45< / a > < / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > < a class = "code hl_function" href = "namespacemlx_1_1core_1_1fast.html#a3663b50265b0a9c0cca2b5376852e059" > scaled_dot_product_attention< / a > (< / div >
< div class = "line" > < a id = "l00046" name = "l00046" > < / a > < span class = "lineno" > 46< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & queries,< / div >
< div class = "line" > < a id = "l00047" name = "l00047" > < / a > < span class = "lineno" > 47< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & keys,< / div >
< div class = "line" > < a id = "l00048" name = "l00048" > < / a > < span class = "lineno" > 48< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & values,< / div >
< div class = "line" > < a id = "l00049" name = "l00049" > < / a > < span class = "lineno" > 49< / span > < span class = "keyword" > const< / span > < span class = "keywordtype" > float< / span > scale,< / div >
< div class = "line" > < a id = "l00050" name = "l00050" > < / a > < span class = "lineno" > 50< / span > < span class = "keyword" > const< / span > std::optional< array> & mask = std::nullopt,< / div >
< div class = "line" > < a id = "l00051" name = "l00051" > < / a > < span class = "lineno" > 51< / span > < span class = "keyword" > const< / span > std::optional< int> memory_efficient_threshold = std::nullopt,< / div >
< div class = "line" > < a id = "l00052" name = "l00052" > < / a > < span class = "lineno" > 52< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / div >
< div class = "line" > < a id = "l00053" name = "l00053" > < / a > < span class = "lineno" > 53< / span > < / div >
< div class = "line" > < a id = "l00054" name = "l00054" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1fast.html#aa4b5f6886b2288cb6dfdd8598579f080" > 54< / a > < / span > std::tuple< array, array, array> < a class = "code hl_function" href = "namespacemlx_1_1core_1_1fast.html#aa4b5f6886b2288cb6dfdd8598579f080" > affine_quantize< / a > (< / div >
< div class = "line" > < a id = "l00055" name = "l00055" > < / a > < span class = "lineno" > 55< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & w,< / div >
< div class = "line" > < a id = "l00056" name = "l00056" > < / a > < span class = "lineno" > 56< / span > < span class = "keywordtype" > int< / span > group_size = 64,< / div >
< div class = "line" > < a id = "l00057" name = "l00057" > < / a > < span class = "lineno" > 57< / span > < span class = "keywordtype" > int< / span > bits = 4,< / div >
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< div class = "line" > < a id = "l00059" name = "l00059" > < / a > < span class = "lineno" > 59< / span > < / div >
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< div class = "line" > < a id = "l00060" name = "l00060" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1fast.html#a12c7ef41409d6fb378008e67b6fab328" > 60< / a > < / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > < a class = "code hl_function" href = "namespacemlx_1_1core_1_1fast.html#a12c7ef41409d6fb378008e67b6fab328" > affine_dequantize< / a > (< / div >
< div class = "line" > < a id = "l00061" name = "l00061" > < / a > < span class = "lineno" > 61< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & w,< / div >
< div class = "line" > < a id = "l00062" name = "l00062" > < / a > < span class = "lineno" > 62< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & scales,< / div >
< div class = "line" > < a id = "l00063" name = "l00063" > < / a > < span class = "lineno" > 63< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & biases,< / div >
< div class = "line" > < a id = "l00064" name = "l00064" > < / a > < span class = "lineno" > 64< / span > < span class = "keywordtype" > int< / span > group_size = 64,< / div >
< div class = "line" > < a id = "l00065" name = "l00065" > < / a > < span class = "lineno" > 65< / span > < span class = "keywordtype" > int< / span > bits = 4,< / div >
< div class = "line" > < a id = "l00066" name = "l00066" > < / a > < span class = "lineno" > 66< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / div >
< div class = "line" > < a id = "l00067" name = "l00067" > < / a > < span class = "lineno" > 67< / span > < / div >
< div class = "line" > < a id = "l00068" name = "l00068" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1fast.html#a9390693ff7be931f3ef3428e2ea4c3f9" > 68< / a > < / span > < span class = "keyword" > typedef< / span > std::variant< int, bool, Dtype> < a class = "code hl_typedef" href = "namespacemlx_1_1core_1_1fast.html#a9390693ff7be931f3ef3428e2ea4c3f9" > TemplateArg< / a > ;< / div >
< div class = "line" > < a id = "l00069" name = "l00069" > < / a > < span class = "lineno" > 69< / span > < / div >
< div class = "line" > < a id = "l00070" name = "l00070" > < / a > < span class = "lineno" > 70< / span > < span class = "keyword" > typedef< / span > std::function< std::vector< array> (< / div >
< div class = "line" > < a id = "l00071" name = "l00071" > < / a > < span class = "lineno" > 71< / span > < span class = "keyword" > const< / span > std::vector< array> & ,< / div >
< div class = "line" > < a id = "l00072" name = "l00072" > < / a > < span class = "lineno" > 72< / span > < span class = "keyword" > const< / span > std::vector< Shape> & ,< / div >
< div class = "line" > < a id = "l00073" name = "l00073" > < / a > < span class = "lineno" > 73< / span > < span class = "keyword" > const< / span > std::vector< Dtype> & ,< / div >
< div class = "line" > < a id = "l00074" name = "l00074" > < / a > < span class = "lineno" > 74< / span > std::tuple< int, int, int> ,< / div >
< div class = "line" > < a id = "l00075" name = "l00075" > < / a > < span class = "lineno" > 75< / span > std::tuple< int, int, int> ,< / div >
< div class = "line" > < a id = "l00076" name = "l00076" > < / a > < span class = "lineno" > 76< / span > std::vector< std::pair< std::string, TemplateArg> > ,< / div >
< div class = "line" > < a id = "l00077" name = "l00077" > < / a > < span class = "lineno" > 77< / span > std::optional< float> ,< / div >
< div class = "line" > < a id = "l00078" name = "l00078" > < / a > < span class = "lineno" > 78< / span > < span class = "keywordtype" > bool< / span > ,< / div >
< div class = "line" > < a id = "l00079" name = "l00079" > < / a > < span class = "lineno" > 79< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > )> < / div >
< div class = "line" > < a id = "l00080" name = "l00080" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1fast.html#aa45bf61e7a5c4ad0114b82ed80ae0dbd" > 80< / a > < / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core_1_1fast.html#aa45bf61e7a5c4ad0114b82ed80ae0dbd" > MetalKernelFunction< / a > ;< / div >
< div class = "line" > < a id = "l00081" name = "l00081" > < / a > < span class = "lineno" > 81< / span > < / div >
< div class = "line" > < a id = "l00082" name = "l00082" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1fast.html#ab16436b465dc10ce472193d541d8426e" > 82< / a > < / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core_1_1fast.html#aa45bf61e7a5c4ad0114b82ed80ae0dbd" > MetalKernelFunction< / a > < a class = "code hl_function" href = "namespacemlx_1_1core_1_1fast.html#ab16436b465dc10ce472193d541d8426e" > metal_kernel< / a > (< / div >
< div class = "line" > < a id = "l00083" name = "l00083" > < / a > < span class = "lineno" > 83< / span > < span class = "keyword" > const< / span > std::string& name,< / div >
< div class = "line" > < a id = "l00084" name = "l00084" > < / a > < span class = "lineno" > 84< / span > < span class = "keyword" > const< / span > std::vector< std::string> & input_names,< / div >
< div class = "line" > < a id = "l00085" name = "l00085" > < / a > < span class = "lineno" > 85< / span > < span class = "keyword" > const< / span > std::vector< std::string> & output_names,< / div >
< div class = "line" > < a id = "l00086" name = "l00086" > < / a > < span class = "lineno" > 86< / span > < span class = "keyword" > const< / span > std::string& source,< / div >
< div class = "line" > < a id = "l00087" name = "l00087" > < / a > < span class = "lineno" > 87< / span > < span class = "keyword" > const< / span > std::string& header = < span class = "stringliteral" > " " < / span > ,< / div >
< div class = "line" > < a id = "l00088" name = "l00088" > < / a > < span class = "lineno" > 88< / span > < span class = "keywordtype" > bool< / span > ensure_row_contiguous = < span class = "keyword" > true< / span > ,< / div >
< div class = "line" > < a id = "l00089" name = "l00089" > < / a > < span class = "lineno" > 89< / span > < span class = "keywordtype" > bool< / span > atomic_outputs = < span class = "keyword" > false< / span > );< / div >
< div class = "line" > < a id = "l00090" name = "l00090" > < / a > < span class = "lineno" > 90< / span > < / div >
< div class = "line" > < a id = "l00091" name = "l00091" > < / a > < span class = "lineno" > 91< / span > } < span class = "comment" > // namespace mlx::core::fast< / span > < / div >
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< / div >
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< div class = "ttc" id = "aclassmlx_1_1core_1_1array_html" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1array.html" > mlx::core::array< / a > < / div > < div class = "ttdef" > < b > Definition< / b > array.h:24< / div > < / div >
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< div class = "ttc" id = "anamespacemlx_1_1core_1_1fast_html" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1fast.html" > mlx::core::fast< / a > < / div > < div class = "ttdef" > < b > Definition< / b > fast.h:9< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_1_1fast_html_a01bd533ebd0e2415c4ee30032d51d7bf" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1fast.html#a01bd533ebd0e2415c4ee30032d51d7bf" > mlx::core::fast::layer_norm< / a > < / div > < div class = "ttdeci" > array layer_norm(const array & x, const std::optional< array > & weight, const std::optional< array > & bias, float eps, StreamOrDevice s={})< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_1_1fast_html_a12c7ef41409d6fb378008e67b6fab328" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1fast.html#a12c7ef41409d6fb378008e67b6fab328" > mlx::core::fast::affine_dequantize< / a > < / div > < div class = "ttdeci" > array affine_dequantize(const array & w, const array & scales, const array & biases, int group_size=64, int bits=4, StreamOrDevice s={})< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_1_1fast_html_a3663b50265b0a9c0cca2b5376852e059" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1fast.html#a3663b50265b0a9c0cca2b5376852e059" > mlx::core::fast::scaled_dot_product_attention< / a > < / div > < div class = "ttdeci" > array scaled_dot_product_attention(const array & queries, const array & keys, const array & values, const float scale, const std::optional< array > & mask=std::nullopt, const std::optional< int > memory_efficient_threshold=std::nullopt, StreamOrDevice s={})< / div > < div class = "ttdoc" > Computes: O = softmax(Q @ K.T) @ V.< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_1_1fast_html_a534ef357eae24892684a6ecd866d3fab" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1fast.html#a534ef357eae24892684a6ecd866d3fab" > mlx::core::fast::rope< / a > < / div > < div class = "ttdeci" > array rope(const array & x, int dims, bool traditional, std::optional< float > base, float scale, int offset, const std::optional< array > & freqs=std::nullopt, StreamOrDevice s={})< / div > < / div >
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< div class = "ttc" id = "anamespacemlx_1_1core_1_1fast_html_a9390693ff7be931f3ef3428e2ea4c3f9" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1fast.html#a9390693ff7be931f3ef3428e2ea4c3f9" > mlx::core::fast::TemplateArg< / a > < / div > < div class = "ttdeci" > std::variant< int, bool, Dtype > TemplateArg< / div > < div class = "ttdef" > < b > Definition< / b > fast.h:68< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_1_1fast_html_aa45bf61e7a5c4ad0114b82ed80ae0dbd" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1fast.html#aa45bf61e7a5c4ad0114b82ed80ae0dbd" > mlx::core::fast::MetalKernelFunction< / a > < / div > < div class = "ttdeci" > std::function< std::vector< array > (const std::vector< array > & , const std::vector< Shape > & , const std::vector< Dtype > & , std::tuple< int, int, int > , std::tuple< int, int, int > , std::vector< std::pair< std::string, TemplateArg > > , std::optional< float > , bool, StreamOrDevice)> MetalKernelFunction< / div > < div class = "ttdef" > < b > Definition< / b > fast.h:80< / div > < / div >
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< div class = "ttc" id = "anamespacemlx_1_1core_1_1fast_html_aa4b5f6886b2288cb6dfdd8598579f080" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1fast.html#aa4b5f6886b2288cb6dfdd8598579f080" > mlx::core::fast::affine_quantize< / a > < / div > < div class = "ttdeci" > std::tuple< array, array, array > affine_quantize(const array & w, int group_size=64, int bits=4, StreamOrDevice s={})< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_1_1fast_html_ab16436b465dc10ce472193d541d8426e" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1fast.html#ab16436b465dc10ce472193d541d8426e" > mlx::core::fast::metal_kernel< / a > < / div > < div class = "ttdeci" > MetalKernelFunction metal_kernel(const std::string & name, const std::vector< std::string > & input_names, const std::vector< std::string > & output_names, const std::string & source, const std::string & header=" " , bool ensure_row_contiguous=true, bool atomic_outputs=false)< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_1_1fast_html_ac7b620275c6386f822b7aacc6b312e62" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1fast.html#ac7b620275c6386f822b7aacc6b312e62" > mlx::core::fast::rms_norm< / a > < / div > < div class = "ttdeci" > array rms_norm(const array & x, const array & weight, float eps, StreamOrDevice s={})< / div > < / div >
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< div class = "ttc" id = "anamespacemlx_1_1core_html_a95fc1013cc48fbfee0c54310711a5e58" > < div class = "ttname" > < a href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > mlx::core::StreamOrDevice< / a > < / div > < div class = "ttdeci" > std::variant< std::monostate, Stream, Device > StreamOrDevice< / div > < div class = "ttdef" > < b > Definition< / b > utils.h:15< / div > < / div >
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< div class = "ttc" id = "autils_8h_html" > < div class = "ttname" > < a href = "utils_8h.html" > utils.h< / a > < / div > < / div >
< / div > <!-- fragment --> < / div > <!-- contents -->
< / div > <!-- doc - content -->
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< li class = "navelem" > < a class = "el" href = "dir_938ab0ecf10b8b860ff766c820f665fd.html" > mlx< / a > < / li > < li class = "navelem" > < a class = "el" href = "fast_8h.html" > fast.h< / a > < / li >
< li class = "footer" > Generated by < a href = "https://www.doxygen.org/index.html" > < img class = "footer" src = "doxygen.svg" width = "104" height = "31" alt = "doxygen" / > < / a > 1.13.1 < / li >
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