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< a href = "common_2binary__two_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 Apple Inc.< / span > < / div >
< div class = "line" > < a id = "l00002" name = "l00002" > < / a > < span class = "lineno" > 2< / span > < / div >
< div class = "line" > < a id = "l00003" name = "l00003" > < / a > < span class = "lineno" > 3< / span > < span class = "preprocessor" > #pragma once< / span > < / div >
< div class = "line" > < a id = "l00004" name = "l00004" > < / a > < span class = "lineno" > 4< / span > < / div >
< div class = "line" > < a id = "l00005" name = "l00005" > < / a > < span class = "lineno" > 5< / span > < span class = "preprocessor" > #include " < a class = "code" href = "common_2binary_8h.html" > mlx/backend/common/binary.h< / a > " < / span > < / div >
< div class = "line" > < a id = "l00006" name = "l00006" > < / a > < span class = "lineno" > 6< / span > < span class = "preprocessor" > #include " < a class = "code" href = "backend_2common_2utils_8h.html" > mlx/backend/common/utils.h< / a > " < / span > < / div >
< div class = "line" > < a id = "l00007" name = "l00007" > < / a > < span class = "lineno" > 7< / span > < / div >
< div class = "line" > < a id = "l00008" name = "l00008" > < / a > < span class = "lineno" > 8< / span > < span class = "keyword" > namespace < / span > < a class = "code hl_namespace" href = "namespacemlx_1_1core.html" > mlx::core< / a > {< / div >
< div class = "line" > < a id = "l00009" name = "l00009" > < / a > < span class = "lineno" > 9< / span > < / div >
< div class = "line" > < a id = "l00010" name = "l00010" > < / a > < span class = "lineno" > 10< / span > < span class = "keyword" > namespace < / span > {< / div >
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< div class = "line" > < a id = "l00012" name = "l00012" > < / a > < span class = "lineno" > 12< / span > < span class = "keyword" > template< / span > < < span class = "keyword" > typename< / span > T, < span class = "keyword" > typename< / span > U, < span class = "keyword" > typename< / span > Op, < span class = "keywordtype" > int< / span > D> < / div >
< div class = "line" > < a id = "l00013" name = "l00013" > < / a > < span class = "lineno" > 13< / span > < span class = "keywordtype" > void< / span > binary_op_dims(< / div >
< div class = "line" > < a id = "l00014" name = "l00014" > < / a > < span class = "lineno" > 14< / span > < span class = "keyword" > const< / span > T* a,< / div >
< div class = "line" > < a id = "l00015" name = "l00015" > < / a > < span class = "lineno" > 15< / span > < span class = "keyword" > const< / span > T* b,< / div >
< div class = "line" > < a id = "l00016" name = "l00016" > < / a > < span class = "lineno" > 16< / span > U* out_a,< / div >
< div class = "line" > < a id = "l00017" name = "l00017" > < / a > < span class = "lineno" > 17< / span > U* out_b,< / div >
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< div class = "line" > < a id = "l00018" name = "l00018" > < / a > < span class = "lineno" > 18< / span > Op op,< / div >
< div class = "line" > < a id = "l00019" name = "l00019" > < / a > < span class = "lineno" > 19< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a694e23f2d59606643728ad443d621416" > Shape< / a > & shape,< / div >
< div class = "line" > < a id = "l00020" name = "l00020" > < / a > < span class = "lineno" > 20< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a79939016d0972ded7db37130da2a8b5c" > Strides< / a > & a_strides,< / div >
< div class = "line" > < a id = "l00021" name = "l00021" > < / a > < span class = "lineno" > 21< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a79939016d0972ded7db37130da2a8b5c" > Strides< / a > & b_strides,< / div >
< div class = "line" > < a id = "l00022" name = "l00022" > < / a > < span class = "lineno" > 22< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a79939016d0972ded7db37130da2a8b5c" > Strides< / a > & out_strides,< / div >
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< div class = "line" > < a id = "l00023" name = "l00023" > < / a > < span class = "lineno" > 23< / span > < span class = "keywordtype" > int< / span > axis) {< / div >
< div class = "line" > < a id = "l00024" name = "l00024" > < / a > < span class = "lineno" > 24< / span > < span class = "keyword" > auto< / span > stride_a = a_strides[axis];< / div >
< div class = "line" > < a id = "l00025" name = "l00025" > < / a > < span class = "lineno" > 25< / span > < span class = "keyword" > auto< / span > stride_b = b_strides[axis];< / div >
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< div class = "line" > < a id = "l00027" name = "l00027" > < / a > < span class = "lineno" > 27< / span > < span class = "keyword" > auto< / span > N = shape[axis];< / div >
< div class = "line" > < a id = "l00028" name = "l00028" > < / a > < span class = "lineno" > 28< / span > < / div >
< div class = "line" > < a id = "l00029" name = "l00029" > < / a > < span class = "lineno" > 29< / span > < span class = "keywordflow" > for< / span > (< span class = "keywordtype" > int< / span > i = 0; i < N; i++) {< / div >
< div class = "line" > < a id = "l00030" name = "l00030" > < / a > < span class = "lineno" > 30< / span > < span class = "keywordflow" > if< / span > < span class = "keyword" > constexpr< / span > (D > 1) {< / div >
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< div class = "line" > < a id = "l00032" name = "l00032" > < / a > < span class = "lineno" > 32< / span > a,< / div >
< div class = "line" > < a id = "l00033" name = "l00033" > < / a > < span class = "lineno" > 33< / span > b,< / div >
< div class = "line" > < a id = "l00034" name = "l00034" > < / a > < span class = "lineno" > 34< / span > out_a,< / div >
< div class = "line" > < a id = "l00035" name = "l00035" > < / a > < span class = "lineno" > 35< / span > out_b,< / div >
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< div class = "line" > < a id = "l00036" name = "l00036" > < / a > < span class = "lineno" > 36< / span > op,< / div >
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< div class = "line" > < a id = "l00037" name = "l00037" > < / a > < span class = "lineno" > 37< / span > shape,< / div >
< div class = "line" > < a id = "l00038" name = "l00038" > < / a > < span class = "lineno" > 38< / span > a_strides,< / div >
< div class = "line" > < a id = "l00039" name = "l00039" > < / a > < span class = "lineno" > 39< / span > b_strides,< / div >
< div class = "line" > < a id = "l00040" name = "l00040" > < / a > < span class = "lineno" > 40< / span > out_strides,< / div >
< div class = "line" > < a id = "l00041" name = "l00041" > < / a > < span class = "lineno" > 41< / span > axis + 1);< / div >
< div class = "line" > < a id = "l00042" name = "l00042" > < / a > < span class = "lineno" > 42< / span > } < span class = "keywordflow" > else< / span > {< / div >
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< div class = "line" > < a id = "l00043" name = "l00043" > < / a > < span class = "lineno" > 43< / span > std::tie(*out_a, *out_b) = op(*a, *b);< / div >
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< div class = "line" > < a id = "l00044" name = "l00044" > < / a > < span class = "lineno" > 44< / span > }< / div >
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< div class = "line" > < a id = "l00046" name = "l00046" > < / a > < span class = "lineno" > 46< / span > b += stride_b;< / div >
< div class = "line" > < a id = "l00047" name = "l00047" > < / a > < span class = "lineno" > 47< / span > out_a += stride_out;< / div >
< div class = "line" > < a id = "l00048" name = "l00048" > < / a > < span class = "lineno" > 48< / span > out_b += stride_out;< / div >
< div class = "line" > < a id = "l00049" name = "l00049" > < / a > < span class = "lineno" > 49< / span > }< / div >
< div class = "line" > < a id = "l00050" name = "l00050" > < / a > < span class = "lineno" > 50< / span > }< / div >
< div class = "line" > < a id = "l00051" name = "l00051" > < / a > < span class = "lineno" > 51< / span > < / div >
< div class = "line" > < a id = "l00052" name = "l00052" > < / a > < span class = "lineno" > 52< / span > < span class = "keyword" > template< / span > < < span class = "keyword" > typename< / span > T, < span class = "keyword" > typename< / span > U, < span class = "keyword" > typename< / span > Op> < / div >
< div class = "line" > < a id = "l00053" name = "l00053" > < / a > < span class = "lineno" > 53< / span > < span class = "keywordtype" > void< / span > binary_op_dispatch_dims(< / div >
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< div class = "line" > < a id = "l00054" name = "l00054" > < / a > < span class = "lineno" > 54< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & 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 > & b,< / div >
< div class = "line" > < a id = "l00056" name = "l00056" > < / a > < span class = "lineno" > 56< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & out_a,< / div >
< div class = "line" > < a id = "l00057" name = "l00057" > < / a > < span class = "lineno" > 57< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & out_b,< / div >
< div class = "line" > < a id = "l00058" name = "l00058" > < / a > < span class = "lineno" > 58< / span > Op op) {< / div >
< div class = "line" > < a id = "l00059" name = "l00059" > < / a > < span class = "lineno" > 59< / span > < span class = "keyword" > auto< / span > [shape, strides] = < a class = "code hl_function" href = "namespacemlx_1_1core.html#a4d594bb84abeff4619d1abb77b20123e" > collapse_contiguous_dims< / a > (< / div >
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< div class = "line" > < a id = "l00060" name = "l00060" > < / a > < span class = "lineno" > 60< / span > a.shape(), {a.strides(), b.strides(), out_a.strides()});< / div >
< div class = "line" > < a id = "l00061" name = "l00061" > < / a > < span class = "lineno" > 61< / span > < span class = "keyword" > const< / span > < span class = "keyword" > auto< / span > & a_strides = strides[0];< / div >
< div class = "line" > < a id = "l00062" name = "l00062" > < / a > < span class = "lineno" > 62< / span > < span class = "keyword" > const< / span > < span class = "keyword" > auto< / span > & b_strides = strides[1];< / div >
< div class = "line" > < a id = "l00063" name = "l00063" > < / a > < span class = "lineno" > 63< / span > < span class = "keyword" > const< / span > < span class = "keyword" > auto< / span > & out_strides = strides[2];< / div >
< div class = "line" > < a id = "l00064" name = "l00064" > < / a > < span class = "lineno" > 64< / span > < span class = "keyword" > const< / span > T* a_ptr = a.data< T> ();< / div >
< div class = "line" > < a id = "l00065" name = "l00065" > < / a > < span class = "lineno" > 65< / span > < span class = "keyword" > const< / span > T* b_ptr = b.data< T> ();< / div >
< div class = "line" > < a id = "l00066" name = "l00066" > < / a > < span class = "lineno" > 66< / span > U* out_a_ptr = out_a.data< U> ();< / div >
< div class = "line" > < a id = "l00067" name = "l00067" > < / a > < span class = "lineno" > 67< / span > U* out_b_ptr = out_b.data< U> ();< / div >
< div class = "line" > < a id = "l00068" name = "l00068" > < / a > < span class = "lineno" > 68< / span > < / div >
< div class = "line" > < a id = "l00069" name = "l00069" > < / a > < span class = "lineno" > 69< / span > < span class = "keywordtype" > int< / span > ndim = shape.size();< / div >
< div class = "line" > < a id = "l00070" name = "l00070" > < / a > < span class = "lineno" > 70< / span > < span class = "keywordflow" > switch< / span > (ndim) {< / div >
< div class = "line" > < a id = "l00071" name = "l00071" > < / a > < span class = "lineno" > 71< / span > < span class = "keywordflow" > case< / span > 1:< / div >
< div class = "line" > < a id = "l00072" name = "l00072" > < / a > < span class = "lineno" > 72< / span > binary_op_dims< T, U, Op, 1> (< / div >
< div class = "line" > < a id = "l00073" name = "l00073" > < / a > < span class = "lineno" > 73< / span > a_ptr,< / div >
< div class = "line" > < a id = "l00074" name = "l00074" > < / a > < span class = "lineno" > 74< / span > b_ptr,< / div >
< div class = "line" > < a id = "l00075" name = "l00075" > < / a > < span class = "lineno" > 75< / span > out_a_ptr,< / div >
< div class = "line" > < a id = "l00076" name = "l00076" > < / a > < span class = "lineno" > 76< / span > out_b_ptr,< / div >
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< div class = "line" > < a id = "l00077" name = "l00077" > < / a > < span class = "lineno" > 77< / span > op,< / div >
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< div class = "line" > < a id = "l00078" name = "l00078" > < / a > < span class = "lineno" > 78< / span > shape,< / div >
< div class = "line" > < a id = "l00079" name = "l00079" > < / a > < span class = "lineno" > 79< / span > a_strides,< / div >
< div class = "line" > < a id = "l00080" name = "l00080" > < / a > < span class = "lineno" > 80< / span > b_strides,< / div >
< div class = "line" > < a id = "l00081" name = "l00081" > < / a > < span class = "lineno" > 81< / span > out_strides,< / div >
< div class = "line" > < a id = "l00082" name = "l00082" > < / a > < span class = "lineno" > 82< / span > 0);< / div >
< div class = "line" > < a id = "l00083" name = "l00083" > < / a > < span class = "lineno" > 83< / span > < span class = "keywordflow" > return< / span > ;< / div >
< div class = "line" > < a id = "l00084" name = "l00084" > < / a > < span class = "lineno" > 84< / span > < span class = "keywordflow" > case< / span > 2:< / div >
< div class = "line" > < a id = "l00085" name = "l00085" > < / a > < span class = "lineno" > 85< / span > binary_op_dims< T, U, Op, 2> (< / div >
< div class = "line" > < a id = "l00086" name = "l00086" > < / a > < span class = "lineno" > 86< / span > a_ptr,< / div >
< div class = "line" > < a id = "l00087" name = "l00087" > < / a > < span class = "lineno" > 87< / span > b_ptr,< / div >
< div class = "line" > < a id = "l00088" name = "l00088" > < / a > < span class = "lineno" > 88< / span > out_a_ptr,< / div >
< div class = "line" > < a id = "l00089" name = "l00089" > < / a > < span class = "lineno" > 89< / span > out_b_ptr,< / div >
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< div class = "line" > < a id = "l00090" name = "l00090" > < / a > < span class = "lineno" > 90< / span > op,< / div >
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< div class = "line" > < a id = "l00091" name = "l00091" > < / a > < span class = "lineno" > 91< / span > shape,< / div >
< div class = "line" > < a id = "l00092" name = "l00092" > < / a > < span class = "lineno" > 92< / span > a_strides,< / div >
< div class = "line" > < a id = "l00093" name = "l00093" > < / a > < span class = "lineno" > 93< / span > b_strides,< / div >
< div class = "line" > < a id = "l00094" name = "l00094" > < / a > < span class = "lineno" > 94< / span > out_strides,< / div >
< div class = "line" > < a id = "l00095" name = "l00095" > < / a > < span class = "lineno" > 95< / span > 0);< / div >
< div class = "line" > < a id = "l00096" name = "l00096" > < / a > < span class = "lineno" > 96< / span > < span class = "keywordflow" > return< / span > ;< / div >
< div class = "line" > < a id = "l00097" name = "l00097" > < / a > < span class = "lineno" > 97< / span > }< / div >
< div class = "line" > < a id = "l00098" name = "l00098" > < / a > < span class = "lineno" > 98< / span > < / div >
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< div class = "line" > < a id = "l00099" name = "l00099" > < / a > < span class = "lineno" > 99< / span > < a class = "code hl_struct" href = "structmlx_1_1core_1_1_contiguous_iterator.html" > ContiguousIterator< / a > a_it(shape, a_strides, ndim - 2);< / div >
< div class = "line" > < a id = "l00100" name = "l00100" > < / a > < span class = "lineno" > 100< / span > < a class = "code hl_struct" href = "structmlx_1_1core_1_1_contiguous_iterator.html" > ContiguousIterator< / a > b_it(shape, b_strides, ndim - 2);< / div >
< div class = "line" > < a id = "l00101" name = "l00101" > < / a > < span class = "lineno" > 101< / span > < span class = "keyword" > auto< / span > stride = out_strides[ndim - 3];< / div >
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< div class = "line" > < a id = "l00102" name = "l00102" > < / a > < span class = "lineno" > 102< / span > < span class = "keywordflow" > for< / span > (< span class = "keywordtype" > size_t< / span > elem = 0; elem < a.size(); elem += stride) {< / div >
< div class = "line" > < a id = "l00103" name = "l00103" > < / a > < span class = "lineno" > 103< / span > binary_op_dims< T, U, Op, 2> (< / div >
< div class = "line" > < a id = "l00104" name = "l00104" > < / a > < span class = "lineno" > 104< / span > a_ptr + a_it.loc,< / div >
< div class = "line" > < a id = "l00105" name = "l00105" > < / a > < span class = "lineno" > 105< / span > b_ptr + b_it.loc,< / div >
< div class = "line" > < a id = "l00106" name = "l00106" > < / a > < span class = "lineno" > 106< / span > out_a_ptr + elem,< / div >
< div class = "line" > < a id = "l00107" name = "l00107" > < / a > < span class = "lineno" > 107< / span > out_b_ptr + elem,< / div >
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< div class = "line" > < a id = "l00108" name = "l00108" > < / a > < span class = "lineno" > 108< / span > op,< / div >
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< div class = "line" > < a id = "l00109" name = "l00109" > < / a > < span class = "lineno" > 109< / span > shape,< / div >
< div class = "line" > < a id = "l00110" name = "l00110" > < / a > < span class = "lineno" > 110< / span > a_strides,< / div >
< div class = "line" > < a id = "l00111" name = "l00111" > < / a > < span class = "lineno" > 111< / span > b_strides,< / div >
< div class = "line" > < a id = "l00112" name = "l00112" > < / a > < span class = "lineno" > 112< / span > out_strides,< / div >
< div class = "line" > < a id = "l00113" name = "l00113" > < / a > < span class = "lineno" > 113< / span > ndim - 2);< / div >
< div class = "line" > < a id = "l00114" name = "l00114" > < / a > < span class = "lineno" > 114< / span > a_it.step();< / div >
< div class = "line" > < a id = "l00115" name = "l00115" > < / a > < span class = "lineno" > 115< / span > b_it.step();< / div >
< div class = "line" > < a id = "l00116" name = "l00116" > < / a > < span class = "lineno" > 116< / span > }< / div >
< div class = "line" > < a id = "l00117" name = "l00117" > < / a > < span class = "lineno" > 117< / span > }< / div >
< div class = "line" > < a id = "l00118" name = "l00118" > < / a > < span class = "lineno" > 118< / span > < / div >
< div class = "line" > < a id = "l00119" name = "l00119" > < / a > < span class = "lineno" > 119< / span > < span class = "keyword" > template< / span > < < span class = "keyword" > typename< / span > T, < span class = "keyword" > typename< / span > U = T, < span class = "keyword" > typename< / span > Op> < / div >
< div class = "line" > < a id = "l00120" name = "l00120" > < / a > < span class = "lineno" > 120< / span > < span class = "keywordtype" > void< / span > binary_op(< / div >
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< div class = "line" > < a id = "l00121" name = "l00121" > < / a > < span class = "lineno" > 121< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & a,< / div >
< div class = "line" > < a id = "l00122" name = "l00122" > < / a > < span class = "lineno" > 122< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & b,< / div >
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< div class = "line" > < a id = "l00123" name = "l00123" > < / a > < span class = "lineno" > 123< / span > std::vector< array> & outputs,< / div >
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< div class = "line" > < a id = "l00124" name = "l00124" > < / a > < span class = "lineno" > 124< / span > Op op) {< / div >
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< div class = "line" > < a id = "l00125" name = "l00125" > < / a > < span class = "lineno" > 125< / span > < span class = "keyword" > auto< / span > bopt = get_binary_op_type(a, b);< / div >
< div class = "line" > < a id = "l00126" name = "l00126" > < / a > < span class = "lineno" > 126< / span > < span class = "keyword" > auto< / span > & out_a = outputs[0];< / div >
< div class = "line" > < a id = "l00127" name = "l00127" > < / a > < span class = "lineno" > 127< / span > < span class = "keyword" > auto< / span > & out_b = outputs[1];< / div >
< div class = "line" > < a id = "l00128" name = "l00128" > < / a > < span class = "lineno" > 128< / span > set_binary_op_output_data(a, b, out_a, bopt);< / div >
< div class = "line" > < a id = "l00129" name = "l00129" > < / a > < span class = "lineno" > 129< / span > set_binary_op_output_data(a, b, out_b, bopt);< / div >
< div class = "line" > < a id = "l00130" name = "l00130" > < / a > < span class = "lineno" > 130< / span > < / div >
< div class = "line" > < a id = "l00131" name = "l00131" > < / a > < span class = "lineno" > 131< / span > < span class = "comment" > // The full computation is scalar scalar so call the base op once< / span > < / div >
< div class = "line" > < a id = "l00132" name = "l00132" > < / a > < span class = "lineno" > 132< / span > < span class = "keywordflow" > if< / span > (bopt == BinaryOpType::General) {< / div >
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< div class = "line" > < a id = "l00133" name = "l00133" > < / a > < span class = "lineno" > 133< / span > binary_op_dispatch_dims< T, U, Op> (a, b, out_a, out_b, op);< / div >
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< div class = "line" > < a id = "l00134" name = "l00134" > < / a > < span class = "lineno" > 134< / span > < span class = "keywordflow" > return< / span > ;< / div >
< div class = "line" > < a id = "l00135" name = "l00135" > < / a > < span class = "lineno" > 135< / span > }< / div >
< div class = "line" > < a id = "l00136" name = "l00136" > < / a > < span class = "lineno" > 136< / span > < / div >
< div class = "line" > < a id = "l00137" name = "l00137" > < / a > < span class = "lineno" > 137< / span > < span class = "keyword" > auto< / span > a_ptr = a.data< T> ();< / div >
< div class = "line" > < a id = "l00138" name = "l00138" > < / a > < span class = "lineno" > 138< / span > < span class = "keyword" > auto< / span > b_ptr = b.data< T> ();< / div >
< div class = "line" > < a id = "l00139" name = "l00139" > < / a > < span class = "lineno" > 139< / span > < span class = "keyword" > auto< / span > out_a_ptr = out_a.data< U> ();< / div >
< div class = "line" > < a id = "l00140" name = "l00140" > < / a > < span class = "lineno" > 140< / span > < span class = "keyword" > auto< / span > out_b_ptr = out_b.data< U> ();< / div >
< div class = "line" > < a id = "l00141" name = "l00141" > < / a > < span class = "lineno" > 141< / span > < span class = "keywordflow" > if< / span > (bopt == BinaryOpType::ScalarScalar) {< / div >
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< div class = "line" > < a id = "l00142" name = "l00142" > < / a > < span class = "lineno" > 142< / span > std::tie(*out_a_ptr, *out_b_ptr) = op(*a_ptr, *b_ptr);< / div >
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< div class = "line" > < a id = "l00143" name = "l00143" > < / a > < span class = "lineno" > 143< / span > } < span class = "keywordflow" > else< / span > < span class = "keywordflow" > if< / span > (bopt == BinaryOpType::ScalarVector) {< / div >
< div class = "line" > < a id = "l00144" name = "l00144" > < / a > < span class = "lineno" > 144< / span > < span class = "keywordflow" > for< / span > (< span class = "keywordtype" > size_t< / span > i = 0; i < b.size(); ++i) {< / div >
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< div class = "line" > < a id = "l00145" name = "l00145" > < / a > < span class = "lineno" > 145< / span > std::tie(*out_a_ptr, *out_b_ptr) = op(*a_ptr, *b_ptr);< / div >
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< div class = "line" > < a id = "l00146" name = "l00146" > < / a > < span class = "lineno" > 146< / span > out_a_ptr++;< / div >
< div class = "line" > < a id = "l00147" name = "l00147" > < / a > < span class = "lineno" > 147< / span > out_b_ptr++;< / div >
< div class = "line" > < a id = "l00148" name = "l00148" > < / a > < span class = "lineno" > 148< / span > b_ptr++;< / div >
< div class = "line" > < a id = "l00149" name = "l00149" > < / a > < span class = "lineno" > 149< / span > }< / div >
< div class = "line" > < a id = "l00150" name = "l00150" > < / a > < span class = "lineno" > 150< / span > } < span class = "keywordflow" > else< / span > < span class = "keywordflow" > if< / span > (bopt == BinaryOpType::VectorScalar) {< / div >
< div class = "line" > < a id = "l00151" name = "l00151" > < / a > < span class = "lineno" > 151< / span > < span class = "keywordflow" > for< / span > (< span class = "keywordtype" > size_t< / span > i = 0; i < a.size(); ++i) {< / div >
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< div class = "line" > < a id = "l00152" name = "l00152" > < / a > < span class = "lineno" > 152< / span > std::tie(*out_a_ptr, *out_b_ptr) = op(*a_ptr, *b_ptr);< / div >
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< div class = "line" > < a id = "l00153" name = "l00153" > < / a > < span class = "lineno" > 153< / span > out_a_ptr++;< / div >
< div class = "line" > < a id = "l00154" name = "l00154" > < / a > < span class = "lineno" > 154< / span > out_b_ptr++;< / div >
< div class = "line" > < a id = "l00155" name = "l00155" > < / a > < span class = "lineno" > 155< / span > a_ptr++;< / div >
< div class = "line" > < a id = "l00156" name = "l00156" > < / a > < span class = "lineno" > 156< / span > }< / div >
< div class = "line" > < a id = "l00157" name = "l00157" > < / a > < span class = "lineno" > 157< / span > } < span class = "keywordflow" > else< / span > { < span class = "comment" > // VectorVector< / span > < / div >
< div class = "line" > < a id = "l00158" name = "l00158" > < / a > < span class = "lineno" > 158< / span > < span class = "keywordflow" > for< / span > (< span class = "keywordtype" > size_t< / span > i = 0; i < a.size(); ++i) {< / div >
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< div class = "line" > < a id = "l00159" name = "l00159" > < / a > < span class = "lineno" > 159< / span > std::tie(*out_a_ptr, *out_b_ptr) = op(*a_ptr, *b_ptr);< / div >
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< div class = "line" > < a id = "l00160" name = "l00160" > < / a > < span class = "lineno" > 160< / span > out_a_ptr++;< / div >
< div class = "line" > < a id = "l00161" name = "l00161" > < / a > < span class = "lineno" > 161< / span > out_b_ptr++;< / div >
< div class = "line" > < a id = "l00162" name = "l00162" > < / a > < span class = "lineno" > 162< / span > a_ptr++;< / div >
< div class = "line" > < a id = "l00163" name = "l00163" > < / a > < span class = "lineno" > 163< / span > b_ptr++;< / div >
< div class = "line" > < a id = "l00164" name = "l00164" > < / a > < span class = "lineno" > 164< / 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" > 166< / span > }< / div >
< div class = "line" > < a id = "l00167" name = "l00167" > < / a > < span class = "lineno" > 167< / span > < / div >
< div class = "line" > < a id = "l00168" name = "l00168" > < / a > < span class = "lineno" > 168< / span > < span class = "keyword" > template< / span > < < span class = "keyword" > typename< / span > Op> < / div >
< div class = "line" > < a id = "l00169" name = "l00169" > < / a > < span class = "lineno" > 169< / span > < span class = "keywordtype" > void< / span > < a class = "code hl_function" href = "namespacemlx_1_1core_1_1metal.html#a269d591ec02e2f7c0f7a718fbfa37f73" > binary< / a > (< / div >
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< div class = "line" > < a id = "l00170" name = "l00170" > < / a > < span class = "lineno" > 170< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & a,< / div >
< div class = "line" > < a id = "l00171" name = "l00171" > < / a > < span class = "lineno" > 171< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & b,< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00172" name = "l00172" > < / a > < span class = "lineno" > 172< / span > std::vector< array> & outputs,< / div >
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< div class = "line" > < a id = "l00173" name = "l00173" > < / a > < span class = "lineno" > 173< / span > Op op) {< / div >
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< div class = "line" > < a id = "l00174" name = "l00174" > < / a > < span class = "lineno" > 174< / span > < span class = "keywordflow" > switch< / span > (outputs[0].dtype()) {< / div >
< div class = "line" > < a id = "l00175" name = "l00175" > < / a > < span class = "lineno" > 175< / span > < span class = "keywordflow" > case< / span > < a class = "code hl_variable" href = "namespacemlx_1_1core.html#a113d2bac7e4aa6a4cb4a5c3242527b82" > bool_< / a > :< / div >
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< div class = "line" > < a id = "l00176" name = "l00176" > < / a > < span class = "lineno" > 176< / span > binary_op< bool> (a, b, outputs, op);< / div >
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< div class = "line" > < a id = "l00177" name = "l00177" > < / a > < span class = "lineno" > 177< / span > < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a id = "l00178" name = "l00178" > < / a > < span class = "lineno" > 178< / span > < span class = "keywordflow" > case< / span > < a class = "code hl_variable" href = "namespacemlx_1_1core.html#a9778d50afbf456b0bd738751243b3b68" > uint8< / a > :< / div >
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< div class = "line" > < a id = "l00179" name = "l00179" > < / a > < span class = "lineno" > 179< / span > binary_op< uint8_t> (a, b, outputs, op);< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00180" name = "l00180" > < / a > < span class = "lineno" > 180< / span > < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a id = "l00181" name = "l00181" > < / a > < span class = "lineno" > 181< / span > < span class = "keywordflow" > case< / span > < a class = "code hl_variable" href = "namespacemlx_1_1core.html#a312a70c487366968af5e6cbf5038c812" > uint16< / a > :< / div >
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< div class = "line" > < a id = "l00182" name = "l00182" > < / a > < span class = "lineno" > 182< / span > binary_op< uint16_t> (a, b, outputs, op);< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00183" name = "l00183" > < / a > < span class = "lineno" > 183< / span > < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a id = "l00184" name = "l00184" > < / a > < span class = "lineno" > 184< / span > < span class = "keywordflow" > case< / span > < a class = "code hl_variable" href = "namespacemlx_1_1core.html#ac63820d6fe10545907c33faf466a929e" > uint32< / a > :< / div >
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< div class = "line" > < a id = "l00185" name = "l00185" > < / a > < span class = "lineno" > 185< / span > binary_op< uint32_t> (a, b, outputs, op);< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00186" name = "l00186" > < / a > < span class = "lineno" > 186< / span > < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a id = "l00187" name = "l00187" > < / a > < span class = "lineno" > 187< / span > < span class = "keywordflow" > case< / span > < a class = "code hl_variable" href = "namespacemlx_1_1core.html#a1f42e3dd4787d2ecec7114a12daefec8" > uint64< / a > :< / div >
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< div class = "line" > < a id = "l00188" name = "l00188" > < / a > < span class = "lineno" > 188< / span > binary_op< uint64_t> (a, b, outputs, op);< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00189" name = "l00189" > < / a > < span class = "lineno" > 189< / span > < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a id = "l00190" name = "l00190" > < / a > < span class = "lineno" > 190< / span > < span class = "keywordflow" > case< / span > < a class = "code hl_variable" href = "namespacemlx_1_1core.html#a892e934e146dd938d144cee8813ca672" > int8< / a > :< / div >
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< div class = "line" > < a id = "l00191" name = "l00191" > < / a > < span class = "lineno" > 191< / span > binary_op< int8_t> (a, b, outputs, op);< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00192" name = "l00192" > < / a > < span class = "lineno" > 192< / span > < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a id = "l00193" name = "l00193" > < / a > < span class = "lineno" > 193< / span > < span class = "keywordflow" > case< / span > < a class = "code hl_variable" href = "namespacemlx_1_1core.html#a71ebba4ad1afa730962f0692c4f42f07" > int16< / a > :< / div >
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< div class = "line" > < a id = "l00194" name = "l00194" > < / a > < span class = "lineno" > 194< / span > binary_op< int16_t> (a, b, outputs, op);< / div >
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< div class = "line" > < a id = "l00195" name = "l00195" > < / a > < span class = "lineno" > 195< / span > < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a id = "l00196" name = "l00196" > < / a > < span class = "lineno" > 196< / span > < span class = "keywordflow" > case< / span > < a class = "code hl_variable" href = "namespacemlx_1_1core.html#a5d6373aad1444edc9de1eb07bfe5cad3" > int32< / a > :< / div >
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< div class = "line" > < a id = "l00197" name = "l00197" > < / a > < span class = "lineno" > 197< / span > binary_op< int32_t> (a, b, outputs, op);< / div >
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< div class = "line" > < a id = "l00198" name = "l00198" > < / a > < span class = "lineno" > 198< / span > < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a id = "l00199" name = "l00199" > < / a > < span class = "lineno" > 199< / span > < span class = "keywordflow" > case< / span > < a class = "code hl_variable" href = "namespacemlx_1_1core.html#a9019bdc191054ada0a502c7c34cef5b8" > int64< / a > :< / div >
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< div class = "line" > < a id = "l00200" name = "l00200" > < / a > < span class = "lineno" > 200< / span > binary_op< int64_t> (a, b, outputs, op);< / div >
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< div class = "line" > < a id = "l00201" name = "l00201" > < / a > < span class = "lineno" > 201< / span > < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a id = "l00202" name = "l00202" > < / a > < span class = "lineno" > 202< / span > < span class = "keywordflow" > case< / span > < a class = "code hl_variable" href = "namespacemlx_1_1core.html#abf228ee9d8ec48c03bb15adcc4e1f3ec" > float16< / a > :< / div >
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< div class = "line" > < a id = "l00203" name = "l00203" > < / a > < span class = "lineno" > 203< / span > binary_op< float16_t> (a, b, outputs, op);< / div >
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< div class = "line" > < a id = "l00204" name = "l00204" > < / a > < span class = "lineno" > 204< / span > < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a id = "l00205" name = "l00205" > < / a > < span class = "lineno" > 205< / span > < span class = "keywordflow" > case< / span > < a class = "code hl_variable" href = "namespacemlx_1_1core.html#a6894543b340321193dfb8052c438a319" > float32< / a > :< / div >
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< div class = "line" > < a id = "l00206" name = "l00206" > < / a > < span class = "lineno" > 206< / span > binary_op< float> (a, b, outputs, op);< / div >
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< div class = "line" > < a id = "l00207" name = "l00207" > < / a > < span class = "lineno" > 207< / span > < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a id = "l00208" name = "l00208" > < / a > < span class = "lineno" > 208< / span > < span class = "keywordflow" > case< / span > < a class = "code hl_variable" href = "namespacemlx_1_1core.html#a514cf8b4e6f0a6af3a867e752f4338f7" > bfloat16< / a > :< / div >
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< div class = "line" > < a id = "l00209" name = "l00209" > < / a > < span class = "lineno" > 209< / span > binary_op< bfloat16_t> (a, b, outputs, op);< / div >
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< div class = "line" > < a id = "l00210" name = "l00210" > < / a > < span class = "lineno" > 210< / span > < span class = "keywordflow" > break< / span > ;< / div >
< div class = "line" > < a id = "l00211" name = "l00211" > < / a > < span class = "lineno" > 211< / span > < span class = "keywordflow" > case< / span > < a class = "code hl_variable" href = "namespacemlx_1_1core.html#af99db87e0078bfcdb383f5689bc874d4" > complex64< / a > :< / div >
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< div class = "line" > < a id = "l00212" name = "l00212" > < / a > < span class = "lineno" > 212< / span > binary_op< complex64_t> (a, b, outputs, op);< / div >
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< div class = "line" > < a id = "l00213" name = "l00213" > < / a > < span class = "lineno" > 213< / span > < span class = "keywordflow" > break< / span > ;< / 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 > }< / div >
< div class = "line" > < a id = "l00216" name = "l00216" > < / a > < span class = "lineno" > 216< / span > < / div >
< div class = "line" > < a id = "l00217" name = "l00217" > < / a > < span class = "lineno" > 217< / span > } < span class = "comment" > // namespace< / span > < / div >
< div class = "line" > < a id = "l00218" name = "l00218" > < / a > < span class = "lineno" > 218< / span > < / div >
< div class = "line" > < a id = "l00219" name = "l00219" > < / a > < span class = "lineno" > 219< / span > } < span class = "comment" > // namespace mlx::core< / span > < / div >
< div class = "ttc" id = "abackend_2common_2utils_8h_html" > < div class = "ttname" > < a href = "backend_2common_2utils_8h.html" > utils.h< / a > < / div > < / 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 = "acommon_2binary_8h_html" > < div class = "ttname" > < a href = "common_2binary_8h.html" > binary.h< / a > < / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_1_1metal_html_a269d591ec02e2f7c0f7a718fbfa37f73" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1metal.html#a269d591ec02e2f7c0f7a718fbfa37f73" > mlx::core::metal::binary< / a > < / div > < div class = "ttdeci" > const char * binary()< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_html" > < div class = "ttname" > < a href = "namespacemlx_1_1core.html" > mlx::core< / a > < / div > < div class = "ttdef" > < b > Definition< / b > allocator.h:7< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_html_a113d2bac7e4aa6a4cb4a5c3242527b82" > < div class = "ttname" > < a href = "namespacemlx_1_1core.html#a113d2bac7e4aa6a4cb4a5c3242527b82" > mlx::core::bool_< / a > < / div > < div class = "ttdeci" > constexpr Dtype bool_< / div > < div class = "ttdef" > < b > Definition< / b > dtype.h:67< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_html_a1f42e3dd4787d2ecec7114a12daefec8" > < div class = "ttname" > < a href = "namespacemlx_1_1core.html#a1f42e3dd4787d2ecec7114a12daefec8" > mlx::core::uint64< / a > < / div > < div class = "ttdeci" > constexpr Dtype uint64< / div > < div class = "ttdef" > < b > Definition< / b > dtype.h:72< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_html_a312a70c487366968af5e6cbf5038c812" > < div class = "ttname" > < a href = "namespacemlx_1_1core.html#a312a70c487366968af5e6cbf5038c812" > mlx::core::uint16< / a > < / div > < div class = "ttdeci" > constexpr Dtype uint16< / div > < div class = "ttdef" > < b > Definition< / b > dtype.h:70< / div > < / div >
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< div class = "ttc" id = "anamespacemlx_1_1core_html_a4d594bb84abeff4619d1abb77b20123e" > < div class = "ttname" > < a href = "namespacemlx_1_1core.html#a4d594bb84abeff4619d1abb77b20123e" > mlx::core::collapse_contiguous_dims< / a > < / div > < div class = "ttdeci" > std::tuple< Shape, std::vector< Strides > > collapse_contiguous_dims(const Shape & shape, const std::vector< Strides > & strides, int64_t size_cap=std::numeric_limits< int32_t > ::max())< / div > < / div >
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< div class = "ttc" id = "anamespacemlx_1_1core_html_a514cf8b4e6f0a6af3a867e752f4338f7" > < div class = "ttname" > < a href = "namespacemlx_1_1core.html#a514cf8b4e6f0a6af3a867e752f4338f7" > mlx::core::bfloat16< / a > < / div > < div class = "ttdeci" > constexpr Dtype bfloat16< / div > < div class = "ttdef" > < b > Definition< / b > dtype.h:81< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_html_a5d6373aad1444edc9de1eb07bfe5cad3" > < div class = "ttname" > < a href = "namespacemlx_1_1core.html#a5d6373aad1444edc9de1eb07bfe5cad3" > mlx::core::int32< / a > < / div > < div class = "ttdeci" > constexpr Dtype int32< / div > < div class = "ttdef" > < b > Definition< / b > dtype.h:76< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_html_a6894543b340321193dfb8052c438a319" > < div class = "ttname" > < a href = "namespacemlx_1_1core.html#a6894543b340321193dfb8052c438a319" > mlx::core::float32< / a > < / div > < div class = "ttdeci" > constexpr Dtype float32< / div > < div class = "ttdef" > < b > Definition< / b > dtype.h:80< / div > < / div >
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< div class = "ttc" id = "anamespacemlx_1_1core_html_a694e23f2d59606643728ad443d621416" > < div class = "ttname" > < a href = "namespacemlx_1_1core.html#a694e23f2d59606643728ad443d621416" > mlx::core::Shape< / a > < / div > < div class = "ttdeci" > std::vector< ShapeElem > Shape< / div > < div class = "ttdef" > < b > Definition< / b > array.h:21< / div > < / div >
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< div class = "ttc" id = "anamespacemlx_1_1core_html_a71ebba4ad1afa730962f0692c4f42f07" > < div class = "ttname" > < a href = "namespacemlx_1_1core.html#a71ebba4ad1afa730962f0692c4f42f07" > mlx::core::int16< / a > < / div > < div class = "ttdeci" > constexpr Dtype int16< / div > < div class = "ttdef" > < b > Definition< / b > dtype.h:75< / div > < / div >
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< div class = "ttc" id = "anamespacemlx_1_1core_html_a79939016d0972ded7db37130da2a8b5c" > < div class = "ttname" > < a href = "namespacemlx_1_1core.html#a79939016d0972ded7db37130da2a8b5c" > mlx::core::Strides< / a > < / div > < div class = "ttdeci" > std::vector< int64_t > Strides< / div > < div class = "ttdef" > < b > Definition< / b > array.h:22< / div > < / div >
2024-10-15 23:12:17 +08:00
< div class = "ttc" id = "anamespacemlx_1_1core_html_a892e934e146dd938d144cee8813ca672" > < div class = "ttname" > < a href = "namespacemlx_1_1core.html#a892e934e146dd938d144cee8813ca672" > mlx::core::int8< / a > < / div > < div class = "ttdeci" > constexpr Dtype int8< / div > < div class = "ttdef" > < b > Definition< / b > dtype.h:74< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_html_a9019bdc191054ada0a502c7c34cef5b8" > < div class = "ttname" > < a href = "namespacemlx_1_1core.html#a9019bdc191054ada0a502c7c34cef5b8" > mlx::core::int64< / a > < / div > < div class = "ttdeci" > constexpr Dtype int64< / div > < div class = "ttdef" > < b > Definition< / b > dtype.h:77< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_html_a9778d50afbf456b0bd738751243b3b68" > < div class = "ttname" > < a href = "namespacemlx_1_1core.html#a9778d50afbf456b0bd738751243b3b68" > mlx::core::uint8< / a > < / div > < div class = "ttdeci" > constexpr Dtype uint8< / div > < div class = "ttdef" > < b > Definition< / b > dtype.h:69< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_html_abf228ee9d8ec48c03bb15adcc4e1f3ec" > < div class = "ttname" > < a href = "namespacemlx_1_1core.html#abf228ee9d8ec48c03bb15adcc4e1f3ec" > mlx::core::float16< / a > < / div > < div class = "ttdeci" > constexpr Dtype float16< / div > < div class = "ttdef" > < b > Definition< / b > dtype.h:79< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_html_ac63820d6fe10545907c33faf466a929e" > < div class = "ttname" > < a href = "namespacemlx_1_1core.html#ac63820d6fe10545907c33faf466a929e" > mlx::core::uint32< / a > < / div > < div class = "ttdeci" > constexpr Dtype uint32< / div > < div class = "ttdef" > < b > Definition< / b > dtype.h:71< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_html_af99db87e0078bfcdb383f5689bc874d4" > < div class = "ttname" > < a href = "namespacemlx_1_1core.html#af99db87e0078bfcdb383f5689bc874d4" > mlx::core::complex64< / a > < / div > < div class = "ttdeci" > constexpr Dtype complex64< / div > < div class = "ttdef" > < b > Definition< / b > dtype.h:82< / div > < / div >
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< div class = "ttc" id = "astructmlx_1_1core_1_1_contiguous_iterator_html" > < div class = "ttname" > < a href = "structmlx_1_1core_1_1_contiguous_iterator.html" > mlx::core::ContiguousIterator< / a > < / div > < div class = "ttdef" > < b > Definition< / b > utils.h:73< / div > < / div >
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