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< div class = "headertitle" > < div class = "title" > random.h< / div > < / div >
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< a href = "random_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 < chrono> < / span > < / div >
< div class = "line" > < a id = "l00006" name = "l00006" > < / a > < span class = "lineno" > 6< / span > < span class = "preprocessor" > #include < optional> < / span > < / div >
< div class = "line" > < a id = "l00007" name = "l00007" > < / a > < span class = "lineno" > 7< / span > < / div >
< div class = "line" > < a id = "l00008" name = "l00008" > < / a > < span class = "lineno" > 8< / span > < span class = "preprocessor" > #include " < a class = "code" href = "array_8h.html" > mlx/array.h< / a > " < / span > < / div >
< div class = "line" > < a id = "l00009" name = "l00009" > < / a > < span class = "lineno" > 9< / span > < span class = "preprocessor" > #include " < a class = "code" href = "stream_8h.html" > mlx/stream.h< / a > " < / span > < / div >
< div class = "line" > < a id = "l00010" name = "l00010" > < / a > < span class = "lineno" > 10< / span > < span class = "preprocessor" > #include " < a class = "code" href = "utils_8h.html" > mlx/utils.h< / a > " < / span > < / div >
< div class = "line" > < a id = "l00011" name = "l00011" > < / a > < span class = "lineno" > 11< / span > < / div >
< div class = "line" > < a id = "l00012" name = "l00012" > < / a > < span class = "lineno" > 12< / span > < span class = "keyword" > namespace < / span > < a class = "code hl_namespace" href = "namespacemlx_1_1core_1_1random.html" > mlx::core::random< / a > {< / div >
< div class = "line" > < a id = "l00013" name = "l00013" > < / a > < span class = "lineno" > 13< / span > < / div >
< div class = "foldopen" id = "foldopen00014" data-start = "{" data-end = "};" >
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< div class = "line" > < a id = "l00014" name = "l00014" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1random_1_1_key_sequence.html" > 14< / a > < / span > < span class = "keyword" > class < / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1random_1_1_key_sequence.html#a196eb6ce5ba1eb37cc8c67d6d1332bfe" > KeySequence< / a > {< / div >
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< div class = "line" > < a id = "l00015" name = "l00015" > < / a > < span class = "lineno" > 15< / span > < span class = "keyword" > public< / span > :< / div >
< div class = "line" > < a id = "l00016" name = "l00016" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1random_1_1_key_sequence.html#a196eb6ce5ba1eb37cc8c67d6d1332bfe" > 16< / a > < / span > < span class = "keyword" > explicit< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1random_1_1_key_sequence.html#a196eb6ce5ba1eb37cc8c67d6d1332bfe" > KeySequence< / a > (uint64_t < a class = "code hl_function" href = "classmlx_1_1core_1_1random_1_1_key_sequence.html#a9f19c5da2031cba50d0ff996924347d8" > seed< / a > );< / div >
< div class = "line" > < a id = "l00017" name = "l00017" > < / a > < span class = "lineno" > 17< / span > < / div >
< div class = "line" > < a id = "l00018" name = "l00018" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1random_1_1_key_sequence.html#a9f19c5da2031cba50d0ff996924347d8" > 18< / a > < / span > < span class = "keywordtype" > void< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1random_1_1_key_sequence.html#a9f19c5da2031cba50d0ff996924347d8" > seed< / a > (uint64_t < a class = "code hl_function" href = "classmlx_1_1core_1_1random_1_1_key_sequence.html#a9f19c5da2031cba50d0ff996924347d8" > seed< / a > );< / div >
< div class = "line" > < a id = "l00019" name = "l00019" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1random_1_1_key_sequence.html#a4193c5eac3ef093a740d5305b25d3e18" > 19< / a > < / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > < a class = "code hl_function" href = "classmlx_1_1core_1_1random_1_1_key_sequence.html#a4193c5eac3ef093a740d5305b25d3e18" > next< / a > ();< / 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" > 21< / span > < span class = "comment" > // static default< / span > < / div >
< div class = "foldopen" id = "foldopen00022" data-start = "{" data-end = "}" >
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< div class = "line" > < a id = "l00022" name = "l00022" > < / a > < span class = "lineno" > < a class = "line" href = "classmlx_1_1core_1_1random_1_1_key_sequence.html#ab5993daeed822c6b970caddab7e3fd90" > 22< / a > < / span > < span class = "keyword" > static< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1random_1_1_key_sequence.html#a196eb6ce5ba1eb37cc8c67d6d1332bfe" > KeySequence< / a > & < a class = "code hl_function" href = "classmlx_1_1core_1_1random_1_1_key_sequence.html#ab5993daeed822c6b970caddab7e3fd90" > default_< / a > () {< / div >
< div class = "line" > < a id = "l00023" name = "l00023" > < / a > < span class = "lineno" > 23< / span > < span class = "keyword" > static< / span > < a class = "code hl_function" href = "classmlx_1_1core_1_1random_1_1_key_sequence.html#a196eb6ce5ba1eb37cc8c67d6d1332bfe" > KeySequence< / a > ks(get_current_time_seed());< / div >
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< div class = "line" > < a id = "l00024" name = "l00024" > < / a > < span class = "lineno" > 24< / span > < span class = "keywordflow" > return< / span > ks;< / div >
< div class = "line" > < a id = "l00025" name = "l00025" > < / a > < span class = "lineno" > 25< / span > }< / div >
< / div >
< div class = "line" > < a id = "l00026" name = "l00026" > < / a > < span class = "lineno" > 26< / span > < / div >
< div class = "line" > < a id = "l00027" name = "l00027" > < / a > < span class = "lineno" > 27< / span > < span class = "keyword" > private< / span > :< / div >
< div class = "line" > < a id = "l00028" name = "l00028" > < / a > < span class = "lineno" > 28< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > key_;< / div >
< div class = "line" > < a id = "l00029" name = "l00029" > < / a > < span class = "lineno" > 29< / span > < span class = "keyword" > static< / span > uint64_t get_current_time_seed() {< / div >
< div class = "line" > < a id = "l00030" name = "l00030" > < / a > < span class = "lineno" > 30< / span > < span class = "keyword" > auto< / span > now = std::chrono::system_clock::now();< / div >
< div class = "line" > < a id = "l00031" name = "l00031" > < / a > < span class = "lineno" > 31< / span > < span class = "keywordflow" > return< / span > std::chrono::duration_cast< std::chrono::milliseconds> (< / div >
< div class = "line" > < a id = "l00032" name = "l00032" > < / a > < span class = "lineno" > 32< / span > now.time_since_epoch())< / div >
< div class = "line" > < a id = "l00033" name = "l00033" > < / a > < span class = "lineno" > 33< / span > .count();< / div >
< div class = "line" > < a id = "l00034" name = "l00034" > < / a > < span class = "lineno" > 34< / span > }< / div >
< div class = "line" > < a id = "l00035" name = "l00035" > < / a > < span class = "lineno" > 35< / span > };< / div >
< / div >
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< div class = "line" > < a id = "l00036" name = "l00036" > < / a > < span class = "lineno" > 36< / span > < / div >
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< div class = "line" > < a id = "l00038" name = "l00038" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > 38< / 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_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > (uint64_t < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#ac4ad325b613257306df74595d3d0e23b" > seed< / a > );< / div >
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< div class = "line" > < a id = "l00039" name = "l00039" > < / a > < span class = "lineno" > 39< / span > < / div >
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< div class = "line" > < a id = "l00041" name = "l00041" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#ac4ad325b613257306df74595d3d0e23b" > 41< / a > < / span > < span class = "keywordtype" > void< / span > < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#ac4ad325b613257306df74595d3d0e23b" > seed< / a > (uint64_t < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#ac4ad325b613257306df74595d3d0e23b" > seed< / a > );< / div >
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< div class = "line" > < a id = "l00042" name = "l00042" > < / a > < span class = "lineno" > 42< / span > < / div >
< div class = "line" > < a id = "l00044" name = "l00044" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#ad7d1c0b530906538dd8fb31b17382f2b" > 44< / 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_1random.html#ad7d1c0b530906538dd8fb31b17382f2b" > bits< / a > (< / div >
< div class = "line" > < a id = "l00045" name = "l00045" > < / a > < span class = "lineno" > 45< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a694e23f2d59606643728ad443d621416" > Shape< / a > & shape,< / div >
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< div class = "line" > < a id = "l00046" name = "l00046" > < / a > < span class = "lineno" > 46< / span > < span class = "keywordtype" > int< / span > width,< / div >
< div class = "line" > < a id = "l00047" name = "l00047" > < / a > < span class = "lineno" > 47< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00048" name = "l00048" > < / a > < span class = "lineno" > 48< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / div >
< div class = "foldopen" id = "foldopen00049" data-start = "{" data-end = "}" >
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< div class = "line" > < a id = "l00049" name = "l00049" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#a035d36774135faabad33d8f64a879df7" > 49< / a > < / span > < span class = "keyword" > inline< / 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_1random.html#ad7d1c0b530906538dd8fb31b17382f2b" > bits< / a > (< / div >
< div class = "line" > < a id = "l00050" name = "l00050" > < / a > < span class = "lineno" > 50< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a694e23f2d59606643728ad443d621416" > Shape< / a > & shape,< / div >
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< div class = "line" > < a id = "l00051" name = "l00051" > < / a > < span class = "lineno" > 51< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = 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 >
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< div class = "line" > < a id = "l00053" name = "l00053" > < / a > < span class = "lineno" > 53< / span > < span class = "keywordflow" > return< / span > < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#ad7d1c0b530906538dd8fb31b17382f2b" > bits< / a > (shape, 4, < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > , s);< / div >
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< div class = "line" > < a id = "l00054" name = "l00054" > < / a > < span class = "lineno" > 54< / span > }< / div >
< / div >
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< div class = "line" > < a id = "l00055" name = "l00055" > < / a > < span class = "lineno" > 55< / span > < / div >
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< div class = "line" > < a id = "l00057" name = "l00057" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#a42847b435d037a977592e355eed072af" > 57< / a > < / span > std::pair< array, array> < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#a42847b435d037a977592e355eed072af" > split< / a > (< span class = "keyword" > const< / 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_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > , < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / div >
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< div class = "line" > < a id = "l00058" name = "l00058" > < / a > < span class = "lineno" > 58< / 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_1random.html#a7ec057064c7326c41b536f08178861e5" > 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_1random.html#a42847b435d037a977592e355eed072af" > split< / a > (< span class = "keyword" > const< / 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_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > , < span class = "keywordtype" > int< / span > num, < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / div >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00061" name = "l00061" > < / a > < span class = "lineno" > 61< / span > < / div >
< div class = "line" > < a id = "l00063" name = "l00063" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#ac461a0be91e448c9887b38b832c61cc2" > 63< / 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_1random.html#ac461a0be91e448c9887b38b832c61cc2" > uniform< / a > (< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00064" name = "l00064" > < / a > < span class = "lineno" > 64< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & low,< / div >
< div class = "line" > < a id = "l00065" name = "l00065" > < / a > < span class = "lineno" > 65< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & high,< / div >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00066" name = "l00066" > < / a > < span class = "lineno" > 66< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a694e23f2d59606643728ad443d621416" > Shape< / a > & shape,< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00067" name = "l00067" > < / a > < span class = "lineno" > 67< / span > < a class = "code hl_struct" href = "structmlx_1_1core_1_1_dtype.html" > Dtype< / a > dtype = < a class = "code hl_variable" href = "namespacemlx_1_1core.html#a6894543b340321193dfb8052c438a319" > float32< / a > ,< / div >
< div class = "line" > < a id = "l00068" name = "l00068" > < / a > < span class = "lineno" > 68< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00069" name = "l00069" > < / a > < span class = "lineno" > 69< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / div >
< div class = "line" > < a id = "l00070" name = "l00070" > < / a > < span class = "lineno" > 70< / span > < / div >
< div class = "line" > < a id = "l00071" name = "l00071" > < / a > < span class = "lineno" > 71< / span > < span class = "keyword" > template< / span > < < span class = "keyword" > typename< / span > T, < span class = "keyword" > typename< / span > U> < / div >
< div class = "foldopen" id = "foldopen00072" data-start = "{" data-end = "}" >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00072" name = "l00072" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#abe65438fbb52624386f50f77863a2c5e" > 72< / 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_1random.html#ac461a0be91e448c9887b38b832c61cc2" > uniform< / a > (< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00073" name = "l00073" > < / a > < span class = "lineno" > 73< / span > T low,< / div >
< div class = "line" > < a id = "l00074" name = "l00074" > < / a > < span class = "lineno" > 74< / span > U high,< / div >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00075" name = "l00075" > < / a > < span class = "lineno" > 75< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a694e23f2d59606643728ad443d621416" > Shape< / a > & shape,< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00076" name = "l00076" > < / a > < span class = "lineno" > 76< / span > < a class = "code hl_struct" href = "structmlx_1_1core_1_1_dtype.html" > Dtype< / a > dtype = < a class = "code hl_variable" href = "namespacemlx_1_1core.html#a6894543b340321193dfb8052c438a319" > float32< / a > ,< / div >
< div class = "line" > < a id = "l00077" name = "l00077" > < / a > < span class = "lineno" > 77< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00078" name = "l00078" > < / a > < span class = "lineno" > 78< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {}) {< / div >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00079" name = "l00079" > < / a > < span class = "lineno" > 79< / span > < span class = "keywordflow" > return< / span > < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#ac461a0be91e448c9887b38b832c61cc2" > uniform< / a > (< a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > (low), < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > (high), shape, dtype, < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > , < a class = "code hl_function" href = "namespacemlx_1_1core.html#a4734a596e57434492ddfe79f2cb9dbf9" > to_stream< / a > (s));< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00080" name = "l00080" > < / a > < span class = "lineno" > 80< / span > }< / div >
< / div >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00081" name = "l00081" > < / a > < span class = "lineno" > 81< / span > < / div >
< div class = "line" > < a id = "l00083" name = "l00083" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#a52913f952387ee3943b3c1f572583ac0" > 83< / 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_1random.html#ac461a0be91e448c9887b38b832c61cc2" > uniform< / a > (< / div >
< div class = "line" > < a id = "l00084" name = "l00084" > < / a > < span class = "lineno" > 84< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a694e23f2d59606643728ad443d621416" > Shape< / a > & shape,< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00085" name = "l00085" > < / a > < span class = "lineno" > 85< / span > < a class = "code hl_struct" href = "structmlx_1_1core_1_1_dtype.html" > Dtype< / a > dtype,< / div >
< div class = "line" > < a id = "l00086" name = "l00086" > < / a > < span class = "lineno" > 86< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00087" name = "l00087" > < / a > < span class = "lineno" > 87< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / div >
< div class = "foldopen" id = "foldopen00088" data-start = "{" data-end = "}" >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00088" name = "l00088" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#a0ffb2f91da490f372f898ca2f82104a8" > 88< / a > < / span > < span class = "keyword" > inline< / 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_1random.html#ac461a0be91e448c9887b38b832c61cc2" > uniform< / a > (< / div >
< div class = "line" > < a id = "l00089" name = "l00089" > < / a > < span class = "lineno" > 89< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a694e23f2d59606643728ad443d621416" > Shape< / a > & shape,< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00090" name = "l00090" > < / a > < span class = "lineno" > 90< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00091" name = "l00091" > < / a > < span class = "lineno" > 91< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {}) {< / div >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00092" name = "l00092" > < / a > < span class = "lineno" > 92< / span > < span class = "keywordflow" > return< / span > < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#ac461a0be91e448c9887b38b832c61cc2" > uniform< / a > (shape, < a class = "code hl_variable" href = "namespacemlx_1_1core.html#a6894543b340321193dfb8052c438a319" > float32< / a > , < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > );< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00093" name = "l00093" > < / a > < span class = "lineno" > 93< / span > }< / div >
< / div >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00094" name = "l00094" > < / a > < span class = "lineno" > 94< / span > < / div >
< div class = "line" > < a id = "l00096" name = "l00096" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#a6ec2c08e63d379594b0744cfc7d8dc41" > 96< / 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_1random.html#a6ec2c08e63d379594b0744cfc7d8dc41" > normal< / a > (< / div >
< div class = "line" > < a id = "l00097" name = "l00097" > < / a > < span class = "lineno" > 97< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a694e23f2d59606643728ad443d621416" > Shape< / a > & shape,< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00098" name = "l00098" > < / a > < span class = "lineno" > 98< / span > < a class = "code hl_struct" href = "structmlx_1_1core_1_1_dtype.html" > Dtype< / a > dtype,< / div >
< div class = "line" > < a id = "l00099" name = "l00099" > < / a > < span class = "lineno" > 99< / span > < span class = "keyword" > const< / span > < span class = "keywordtype" > float< / span > loc,< / div >
< div class = "line" > < a id = "l00100" name = "l00100" > < / a > < span class = "lineno" > 100< / span > < span class = "keyword" > const< / span > < span class = "keywordtype" > float< / span > scale,< / div >
< div class = "line" > < a id = "l00101" name = "l00101" > < / a > < span class = "lineno" > 101< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00102" name = "l00102" > < / a > < span class = "lineno" > 102< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / div >
< div class = "foldopen" id = "foldopen00103" data-start = "{" data-end = "}" >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00103" name = "l00103" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#a34c5efe846c68b62e65cdb26803d609c" > 103< / a > < / span > < span class = "keyword" > inline< / 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_1random.html#a6ec2c08e63d379594b0744cfc7d8dc41" > normal< / a > (< / div >
< div class = "line" > < a id = "l00104" name = "l00104" > < / a > < span class = "lineno" > 104< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a694e23f2d59606643728ad443d621416" > Shape< / a > & shape,< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00105" name = "l00105" > < / a > < span class = "lineno" > 105< / span > < span class = "keyword" > const< / span > < span class = "keywordtype" > float< / span > loc,< / div >
< div class = "line" > < a id = "l00106" name = "l00106" > < / a > < span class = "lineno" > 106< / span > < span class = "keyword" > const< / span > < span class = "keywordtype" > float< / span > scale,< / div >
< div class = "line" > < a id = "l00107" name = "l00107" > < / a > < span class = "lineno" > 107< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00108" name = "l00108" > < / a > < span class = "lineno" > 108< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {}) {< / div >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00109" name = "l00109" > < / a > < span class = "lineno" > 109< / span > < span class = "keywordflow" > return< / span > < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#a6ec2c08e63d379594b0744cfc7d8dc41" > normal< / a > (shape, < a class = "code hl_variable" href = "namespacemlx_1_1core.html#a6894543b340321193dfb8052c438a319" > float32< / a > , loc, scale, < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > , s);< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00110" name = "l00110" > < / a > < span class = "lineno" > 110< / span > }< / div >
< / div >
< div class = "foldopen" id = "foldopen00111" data-start = "{" data-end = "}" >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00111" name = "l00111" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#a980b9805dac939e80c2915f0046e6dee" > 111< / a > < / span > < span class = "keyword" > inline< / 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_1random.html#a6ec2c08e63d379594b0744cfc7d8dc41" > normal< / a > (< / div >
< div class = "line" > < a id = "l00112" name = "l00112" > < / a > < span class = "lineno" > 112< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a694e23f2d59606643728ad443d621416" > Shape< / a > & shape,< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00113" name = "l00113" > < / a > < span class = "lineno" > 113< / span > < span class = "keyword" > const< / span > < a class = "code hl_struct" href = "structmlx_1_1core_1_1_dtype.html" > Dtype< / a > dtype,< / div >
< div class = "line" > < a id = "l00114" name = "l00114" > < / a > < span class = "lineno" > 114< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00115" name = "l00115" > < / a > < span class = "lineno" > 115< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {}) {< / div >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00116" name = "l00116" > < / a > < span class = "lineno" > 116< / span > < span class = "keywordflow" > return< / span > < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#a6ec2c08e63d379594b0744cfc7d8dc41" > normal< / a > (shape, dtype, 0.0, 1.0, < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > , s);< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00117" name = "l00117" > < / a > < span class = "lineno" > 117< / span > }< / div >
< / div >
< div class = "foldopen" id = "foldopen00118" data-start = "{" data-end = "}" >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00118" name = "l00118" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#a1df350be44a32e2eefdd60bb21811246" > 118< / a > < / span > < span class = "keyword" > inline< / 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_1random.html#a6ec2c08e63d379594b0744cfc7d8dc41" > normal< / a > (< / div >
< div class = "line" > < a id = "l00119" name = "l00119" > < / a > < span class = "lineno" > 119< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a694e23f2d59606643728ad443d621416" > Shape< / a > & shape,< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00120" name = "l00120" > < / a > < span class = "lineno" > 120< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00121" name = "l00121" > < / a > < span class = "lineno" > 121< / 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 = "l00122" name = "l00122" > < / a > < span class = "lineno" > 122< / span > < span class = "keywordflow" > return< / span > < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#a6ec2c08e63d379594b0744cfc7d8dc41" > normal< / a > (shape, < a class = "code hl_variable" href = "namespacemlx_1_1core.html#a6894543b340321193dfb8052c438a319" > float32< / a > , 0.0, 1.0, < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > , s);< / div >
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< div class = "line" > < a id = "l00123" name = "l00123" > < / a > < span class = "lineno" > 123< / span > }< / div >
< / div >
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< div class = "line" > < a id = "l00124" name = "l00124" > < / a > < span class = "lineno" > 124< / span > < / div >
< div class = "line" > < a id = "l00126" name = "l00126" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#ae6a8407fbca0817a4b8c94e02952f77d" > 126< / 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_1random.html#ae6a8407fbca0817a4b8c94e02952f77d" > multivariate_normal< / a > (< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00127" name = "l00127" > < / a > < span class = "lineno" > 127< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & < a class = "code hl_function" href = "group__ops.html#gade46e768fd46b8b640eb16f26abeecef" > mean< / a > ,< / div >
< div class = "line" > < a id = "l00128" name = "l00128" > < / a > < span class = "lineno" > 128< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & cov,< / div >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00129" name = "l00129" > < / a > < span class = "lineno" > 129< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a694e23f2d59606643728ad443d621416" > Shape< / a > & shape,< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00130" name = "l00130" > < / a > < span class = "lineno" > 130< / span > < a class = "code hl_struct" href = "structmlx_1_1core_1_1_dtype.html" > Dtype< / a > dtype,< / div >
< div class = "line" > < a id = "l00131" name = "l00131" > < / a > < span class = "lineno" > 131< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00132" name = "l00132" > < / a > < span class = "lineno" > 132< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / div >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00133" name = "l00133" > < / a > < span class = "lineno" > 133< / span > < / div >
< div class = "line" > < a id = "l00135" name = "l00135" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#ad7dc7ec016e0441749cf94325d624fba" > 135< / 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_1random.html#ad7dc7ec016e0441749cf94325d624fba" > randint< / a > (< / div >
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< div class = "line" > < a id = "l00136" name = "l00136" > < / a > < span class = "lineno" > 136< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & low,< / div >
< div class = "line" > < a id = "l00137" name = "l00137" > < / a > < span class = "lineno" > 137< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & high,< / div >
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< div class = "line" > < a id = "l00138" name = "l00138" > < / a > < span class = "lineno" > 138< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a694e23f2d59606643728ad443d621416" > Shape< / a > & shape,< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00139" name = "l00139" > < / a > < span class = "lineno" > 139< / span > < a class = "code hl_struct" href = "structmlx_1_1core_1_1_dtype.html" > Dtype< / a > dtype = < a class = "code hl_variable" href = "namespacemlx_1_1core.html#a5d6373aad1444edc9de1eb07bfe5cad3" > int32< / a > ,< / div >
< div class = "line" > < a id = "l00140" name = "l00140" > < / a > < span class = "lineno" > 140< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00141" name = "l00141" > < / a > < span class = "lineno" > 141< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / div >
< div class = "line" > < a id = "l00142" name = "l00142" > < / a > < span class = "lineno" > 142< / span > < / div >
< div class = "line" > < a id = "l00143" name = "l00143" > < / a > < span class = "lineno" > 143< / span > < span class = "keyword" > template< / span > < < span class = "keyword" > typename< / span > T, < span class = "keyword" > typename< / span > U> < / div >
< div class = "foldopen" id = "foldopen00144" data-start = "{" data-end = "}" >
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< div class = "line" > < a id = "l00144" name = "l00144" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#a286295f9eba91eb2505f855636763add" > 144< / 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_1random.html#ad7dc7ec016e0441749cf94325d624fba" > randint< / a > (< / div >
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< div class = "line" > < a id = "l00145" name = "l00145" > < / a > < span class = "lineno" > 145< / span > T low,< / div >
< div class = "line" > < a id = "l00146" name = "l00146" > < / a > < span class = "lineno" > 146< / span > U high,< / div >
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< div class = "line" > < a id = "l00147" name = "l00147" > < / a > < span class = "lineno" > 147< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a694e23f2d59606643728ad443d621416" > Shape< / a > & shape,< / div >
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< div class = "line" > < a id = "l00148" name = "l00148" > < / a > < span class = "lineno" > 148< / span > < a class = "code hl_struct" href = "structmlx_1_1core_1_1_dtype.html" > Dtype< / a > dtype = < a class = "code hl_variable" href = "namespacemlx_1_1core.html#a5d6373aad1444edc9de1eb07bfe5cad3" > int32< / a > ,< / div >
< div class = "line" > < a id = "l00149" name = "l00149" > < / a > < span class = "lineno" > 149< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00150" name = "l00150" > < / a > < span class = "lineno" > 150< / 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 = "l00151" name = "l00151" > < / a > < span class = "lineno" > 151< / span > < span class = "keywordflow" > return< / span > < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#ad7dc7ec016e0441749cf94325d624fba" > randint< / a > (< a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > (low), < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > (high), shape, dtype, < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > , < a class = "code hl_function" href = "namespacemlx_1_1core.html#a4734a596e57434492ddfe79f2cb9dbf9" > to_stream< / a > (s));< / div >
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< div class = "line" > < a id = "l00152" name = "l00152" > < / a > < span class = "lineno" > 152< / span > }< / div >
< / div >
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< div class = "line" > < a id = "l00153" name = "l00153" > < / a > < span class = "lineno" > 153< / span > < / div >
< div class = "line" > < a id = "l00155" name = "l00155" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#a1c601b637f60071dfc85cad19a841744" > 155< / 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_1random.html#a1c601b637f60071dfc85cad19a841744" > bernoulli< / a > (< / div >
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< div class = "line" > < a id = "l00156" name = "l00156" > < / a > < span class = "lineno" > 156< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & p,< / div >
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< div class = "line" > < a id = "l00157" name = "l00157" > < / a > < span class = "lineno" > 157< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a694e23f2d59606643728ad443d621416" > Shape< / a > & shape,< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00158" name = "l00158" > < / a > < span class = "lineno" > 158< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00159" name = "l00159" > < / a > < span class = "lineno" > 159< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / div >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00160" name = "l00160" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#aaa49f6c2af5496822fa09435e54275cb" > 160< / 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_1random.html#a1c601b637f60071dfc85cad19a841744" > bernoulli< / a > (< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00161" name = "l00161" > < / a > < span class = "lineno" > 161< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & p,< / div >
< div class = "line" > < a id = "l00162" name = "l00162" > < / a > < span class = "lineno" > 162< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00163" name = "l00163" > < / a > < span class = "lineno" > 163< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / 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 > < span class = "keyword" > template< / span > < < span class = "keyword" > typename< / span > T> < / div >
< div class = "foldopen" id = "foldopen00166" data-start = "{" data-end = "}" >
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< div class = "line" > < a id = "l00166" name = "l00166" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#aa9e360f9cb7bd23221352ed9e31d83c2" > 166< / 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_1random.html#a1c601b637f60071dfc85cad19a841744" > bernoulli< / a > (< / div >
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< div class = "line" > < a id = "l00167" name = "l00167" > < / a > < span class = "lineno" > 167< / span > T p,< / div >
< div class = "line" > < a id = "l00168" name = "l00168" > < / a > < span class = "lineno" > 168< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00169" name = "l00169" > < / a > < span class = "lineno" > 169< / 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 = "l00170" name = "l00170" > < / a > < span class = "lineno" > 170< / span > < span class = "keywordflow" > return< / span > < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#a1c601b637f60071dfc85cad19a841744" > bernoulli< / a > (< a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > (p), < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > , s);< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00171" name = "l00171" > < / a > < span class = "lineno" > 171< / span > }< / div >
< / div >
< div class = "line" > < a id = "l00172" name = "l00172" > < / a > < span class = "lineno" > 172< / span > < / div >
< div class = "line" > < a id = "l00173" name = "l00173" > < / a > < span class = "lineno" > 173< / span > < span class = "keyword" > template< / span > < < span class = "keyword" > typename< / span > T> < / div >
< div class = "foldopen" id = "foldopen00174" data-start = "{" data-end = "}" >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00174" name = "l00174" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#a2778876cd2318fec69cd1f3fc0955d68" > 174< / 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_1random.html#a1c601b637f60071dfc85cad19a841744" > bernoulli< / a > (< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00175" name = "l00175" > < / a > < span class = "lineno" > 175< / span > T p,< / div >
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< div class = "line" > < a id = "l00176" name = "l00176" > < / a > < span class = "lineno" > 176< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a694e23f2d59606643728ad443d621416" > Shape< / a > & shape,< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00177" name = "l00177" > < / a > < span class = "lineno" > 177< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00178" name = "l00178" > < / a > < span class = "lineno" > 178< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {}) {< / div >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00179" name = "l00179" > < / a > < span class = "lineno" > 179< / span > < span class = "keywordflow" > return< / span > < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#a1c601b637f60071dfc85cad19a841744" > bernoulli< / a > (< a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > (p), shape, < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > , s);< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00180" name = "l00180" > < / a > < span class = "lineno" > 180< / span > }< / div >
< / div >
< div class = "line" > < a id = "l00181" name = "l00181" > < / a > < span class = "lineno" > 181< / span > < / div >
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< div class = "line" > < a id = "l00182" name = "l00182" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#ad7eb4467e2f9d5f74a5607b29a935b6e" > 182< / 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_1random.html#a1c601b637f60071dfc85cad19a841744" > bernoulli< / a > (< / div >
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< div class = "line" > < a id = "l00183" name = "l00183" > < / a > < span class = "lineno" > 183< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00184" name = "l00184" > < / a > < span class = "lineno" > 184< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / div >
< div class = "line" > < a id = "l00185" name = "l00185" > < / a > < span class = "lineno" > 185< / span > < / div >
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< div class = "line" > < a id = "l00186" name = "l00186" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#aece7dc5a29e0488d8b9648f340dbff72" > 186< / 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_1random.html#aece7dc5a29e0488d8b9648f340dbff72" > truncated_normal< / a > (< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00187" name = "l00187" > < / a > < span class = "lineno" > 187< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & lower,< / div >
< div class = "line" > < a id = "l00188" name = "l00188" > < / a > < span class = "lineno" > 188< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & upper,< / div >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00189" name = "l00189" > < / a > < span class = "lineno" > 189< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a694e23f2d59606643728ad443d621416" > Shape< / a > & shape,< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00190" name = "l00190" > < / a > < span class = "lineno" > 190< / span > < a class = "code hl_struct" href = "structmlx_1_1core_1_1_dtype.html" > Dtype< / a > dtype = < a class = "code hl_variable" href = "namespacemlx_1_1core.html#a6894543b340321193dfb8052c438a319" > float32< / a > ,< / div >
< div class = "line" > < a id = "l00191" name = "l00191" > < / a > < span class = "lineno" > 191< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00192" name = "l00192" > < / a > < span class = "lineno" > 192< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / div >
< div class = "line" > < a id = "l00193" name = "l00193" > < / a > < span class = "lineno" > 193< / span > < / div >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00194" name = "l00194" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#a39663eda0fd7b274d01499a7b1c9035f" > 194< / 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_1random.html#aece7dc5a29e0488d8b9648f340dbff72" > truncated_normal< / a > (< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00195" name = "l00195" > < / a > < span class = "lineno" > 195< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & lower,< / div >
< div class = "line" > < a id = "l00196" name = "l00196" > < / a > < span class = "lineno" > 196< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & upper,< / div >
< div class = "line" > < a id = "l00197" name = "l00197" > < / a > < span class = "lineno" > 197< / span > < a class = "code hl_struct" href = "structmlx_1_1core_1_1_dtype.html" > Dtype< / a > dtype = < a class = "code hl_variable" href = "namespacemlx_1_1core.html#a6894543b340321193dfb8052c438a319" > float32< / a > ,< / div >
< div class = "line" > < a id = "l00198" name = "l00198" > < / a > < span class = "lineno" > 198< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00199" name = "l00199" > < / a > < span class = "lineno" > 199< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / div >
< div class = "line" > < a id = "l00200" name = "l00200" > < / a > < span class = "lineno" > 200< / span > < / div >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00201" name = "l00201" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#a76f81f8f9468039a0b941513b46cb825" > 201< / 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_1random.html#a76f81f8f9468039a0b941513b46cb825" > gumbel< / a > (< / div >
< div class = "line" > < a id = "l00202" name = "l00202" > < / a > < span class = "lineno" > 202< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a694e23f2d59606643728ad443d621416" > Shape< / a > & shape,< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00203" name = "l00203" > < / a > < span class = "lineno" > 203< / span > < a class = "code hl_struct" href = "structmlx_1_1core_1_1_dtype.html" > Dtype< / a > dtype = < a class = "code hl_variable" href = "namespacemlx_1_1core.html#a6894543b340321193dfb8052c438a319" > float32< / a > ,< / div >
< div class = "line" > < a id = "l00204" name = "l00204" > < / a > < span class = "lineno" > 204< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00205" name = "l00205" > < / a > < span class = "lineno" > 205< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / div >
< div class = "line" > < a id = "l00206" name = "l00206" > < / a > < span class = "lineno" > 206< / span > < / div >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00207" name = "l00207" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#a1ede4c7f5c86e7b7e834953853ffae9a" > 207< / 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_1random.html#a1ede4c7f5c86e7b7e834953853ffae9a" > categorical< / a > (< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00208" name = "l00208" > < / a > < span class = "lineno" > 208< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & logits,< / div >
< div class = "line" > < a id = "l00209" name = "l00209" > < / a > < span class = "lineno" > 209< / span > < span class = "keywordtype" > int< / span > axis,< / div >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00210" name = "l00210" > < / a > < span class = "lineno" > 210< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a694e23f2d59606643728ad443d621416" > Shape< / a > & shape,< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00211" name = "l00211" > < / a > < span class = "lineno" > 211< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00212" name = "l00212" > < / a > < span class = "lineno" > 212< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / div >
< div class = "line" > < a id = "l00213" name = "l00213" > < / a > < span class = "lineno" > 213< / span > < / div >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00214" name = "l00214" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#aa7104c436b3972a2480cfeb54554855f" > 214< / 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_1random.html#a1ede4c7f5c86e7b7e834953853ffae9a" > categorical< / a > (< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00215" name = "l00215" > < / a > < span class = "lineno" > 215< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & logits_,< / div >
< div class = "line" > < a id = "l00216" name = "l00216" > < / a > < span class = "lineno" > 216< / span > < span class = "keywordtype" > int< / span > axis,< / div >
< div class = "line" > < a id = "l00217" name = "l00217" > < / a > < span class = "lineno" > 217< / span > < span class = "keywordtype" > int< / span > num_samples,< / div >
< div class = "line" > < a id = "l00218" name = "l00218" > < / a > < span class = "lineno" > 218< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00219" name = "l00219" > < / a > < span class = "lineno" > 219< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / div >
< div class = "line" > < a id = "l00220" name = "l00220" > < / a > < span class = "lineno" > 220< / span > < / div >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00221" name = "l00221" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#aa336e774783543705dffe2ad5b2c49c1" > 221< / 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_1random.html#a1ede4c7f5c86e7b7e834953853ffae9a" > categorical< / a > (< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00222" name = "l00222" > < / a > < span class = "lineno" > 222< / span > < span class = "keyword" > const< / span > < a class = "code hl_class" href = "classmlx_1_1core_1_1array.html" > array< / a > & logits,< / div >
< div class = "line" > < a id = "l00223" name = "l00223" > < / a > < span class = "lineno" > 223< / span > < span class = "keywordtype" > int< / span > axis = -1,< / div >
< div class = "line" > < a id = "l00224" name = "l00224" > < / a > < span class = "lineno" > 224< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00225" name = "l00225" > < / a > < span class = "lineno" > 225< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / div >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00226" name = "l00226" > < / a > < span class = "lineno" > 226< / span > < / div >
< div class = "line" > < a id = "l00228" name = "l00228" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#a98ec5406d44ee64537fde896f7da7ce1" > 228< / 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_1random.html#a98ec5406d44ee64537fde896f7da7ce1" > laplace< / a > (< / div >
< div class = "line" > < a id = "l00229" name = "l00229" > < / a > < span class = "lineno" > 229< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a694e23f2d59606643728ad443d621416" > Shape< / a > & shape,< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00230" name = "l00230" > < / a > < span class = "lineno" > 230< / span > < a class = "code hl_struct" href = "structmlx_1_1core_1_1_dtype.html" > Dtype< / a > dtype,< / div >
< div class = "line" > < a id = "l00231" name = "l00231" > < / a > < span class = "lineno" > 231< / span > < span class = "keyword" > const< / span > < span class = "keywordtype" > float< / span > loc,< / div >
< div class = "line" > < a id = "l00232" name = "l00232" > < / a > < span class = "lineno" > 232< / span > < span class = "keyword" > const< / span > < span class = "keywordtype" > float< / span > scale,< / div >
< div class = "line" > < a id = "l00233" name = "l00233" > < / a > < span class = "lineno" > 233< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00234" name = "l00234" > < / a > < span class = "lineno" > 234< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / div >
< div class = "foldopen" id = "foldopen00235" data-start = "{" data-end = "}" >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00235" name = "l00235" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#aba90074b8a60da9791451c10312bccfa" > 235< / a > < / span > < span class = "keyword" > inline< / 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_1random.html#a98ec5406d44ee64537fde896f7da7ce1" > laplace< / a > (< / div >
< div class = "line" > < a id = "l00236" name = "l00236" > < / a > < span class = "lineno" > 236< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a694e23f2d59606643728ad443d621416" > Shape< / a > & shape,< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00237" name = "l00237" > < / a > < span class = "lineno" > 237< / span > < span class = "keyword" > const< / span > < span class = "keywordtype" > float< / span > loc,< / div >
< div class = "line" > < a id = "l00238" name = "l00238" > < / a > < span class = "lineno" > 238< / span > < span class = "keyword" > const< / span > < span class = "keywordtype" > float< / span > scale,< / div >
< div class = "line" > < a id = "l00239" name = "l00239" > < / a > < span class = "lineno" > 239< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00240" name = "l00240" > < / a > < span class = "lineno" > 240< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {}) {< / div >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00241" name = "l00241" > < / a > < span class = "lineno" > 241< / span > < span class = "keywordflow" > return< / span > < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#a98ec5406d44ee64537fde896f7da7ce1" > laplace< / a > (shape, < a class = "code hl_variable" href = "namespacemlx_1_1core.html#a6894543b340321193dfb8052c438a319" > float32< / a > , loc, scale, < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > , s);< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00242" name = "l00242" > < / a > < span class = "lineno" > 242< / span > }< / div >
< / div >
< div class = "foldopen" id = "foldopen00243" data-start = "{" data-end = "}" >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00243" name = "l00243" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#afa5f7f165b12ec57b1244f347f471bba" > 243< / a > < / span > < span class = "keyword" > inline< / 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_1random.html#a98ec5406d44ee64537fde896f7da7ce1" > laplace< / a > (< / div >
< div class = "line" > < a id = "l00244" name = "l00244" > < / a > < span class = "lineno" > 244< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a694e23f2d59606643728ad443d621416" > Shape< / a > & shape,< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00245" name = "l00245" > < / a > < span class = "lineno" > 245< / span > < span class = "keyword" > const< / span > < a class = "code hl_struct" href = "structmlx_1_1core_1_1_dtype.html" > Dtype< / a > dtype,< / div >
< div class = "line" > < a id = "l00246" name = "l00246" > < / a > < span class = "lineno" > 246< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00247" name = "l00247" > < / a > < span class = "lineno" > 247< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {}) {< / div >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00248" name = "l00248" > < / a > < span class = "lineno" > 248< / span > < span class = "keywordflow" > return< / span > < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#a98ec5406d44ee64537fde896f7da7ce1" > laplace< / a > (shape, dtype, 0.0, 1.0, < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > , s);< / div >
2024-10-15 23:12:17 +08:00
< div class = "line" > < a id = "l00249" name = "l00249" > < / a > < span class = "lineno" > 249< / span > }< / div >
< / div >
< div class = "foldopen" id = "foldopen00250" data-start = "{" data-end = "}" >
2025-01-10 05:56:20 +08:00
< div class = "line" > < a id = "l00250" name = "l00250" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#a6e80f65fe0f64227fb904fb731c855aa" > 250< / a > < / span > < span class = "keyword" > inline< / 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_1random.html#a98ec5406d44ee64537fde896f7da7ce1" > laplace< / a > (< / div >
< div class = "line" > < a id = "l00251" name = "l00251" > < / a > < span class = "lineno" > 251< / span > < span class = "keyword" > const< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a694e23f2d59606643728ad443d621416" > Shape< / a > & shape,< / div >
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< div class = "line" > < a id = "l00252" name = "l00252" > < / a > < span class = "lineno" > 252< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00253" name = "l00253" > < / a > < span class = "lineno" > 253< / 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 = "l00254" name = "l00254" > < / a > < span class = "lineno" > 254< / span > < span class = "keywordflow" > return< / span > < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#a98ec5406d44ee64537fde896f7da7ce1" > laplace< / a > (shape, < a class = "code hl_variable" href = "namespacemlx_1_1core.html#a6894543b340321193dfb8052c438a319" > float32< / a > , 0.0, 1.0, < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > , s);< / div >
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< div class = "line" > < a id = "l00255" name = "l00255" > < / a > < span class = "lineno" > 255< / span > }< / div >
< / div >
< div class = "line" > < a id = "l00256" name = "l00256" > < / a > < span class = "lineno" > 256< / span > < / div >
< div class = "line" > < a id = "l00257" name = "l00257" > < / a > < span class = "lineno" > 257< / span > < span class = "comment" > /* Randomly permute the elements of x along the given axis. */< / span > < / div >
< div class = "line" > < a id = "l00258" name = "l00258" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#ae4636a5e54c4dcc211d252fe9d97c413" > 258< / 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_1random.html#ae4636a5e54c4dcc211d252fe9d97c413" > permutation< / a > (< / div >
< div class = "line" > < a id = "l00259" name = "l00259" > < / a > < span class = "lineno" > 259< / 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 = "l00260" name = "l00260" > < / a > < span class = "lineno" > 260< / span > < span class = "keywordtype" > int< / span > axis = 0,< / div >
< div class = "line" > < a id = "l00261" name = "l00261" > < / a > < span class = "lineno" > 261< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00262" name = "l00262" > < / a > < span class = "lineno" > 262< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / div >
< div class = "line" > < a id = "l00263" name = "l00263" > < / a > < span class = "lineno" > 263< / span > < / div >
< div class = "line" > < a id = "l00264" name = "l00264" > < / a > < span class = "lineno" > 264< / span > < span class = "comment" > /* A random permutation of `arange(x)` */< / span > < / div >
< div class = "line" > < a id = "l00265" name = "l00265" > < / a > < span class = "lineno" > < a class = "line" href = "namespacemlx_1_1core_1_1random.html#a529adc3488cc649103c0b7316c7ac9b2" > 265< / 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_1random.html#ae4636a5e54c4dcc211d252fe9d97c413" > permutation< / a > (< / div >
< div class = "line" > < a id = "l00266" name = "l00266" > < / a > < span class = "lineno" > 266< / span > < span class = "keywordtype" > int< / span > x,< / div >
< div class = "line" > < a id = "l00267" name = "l00267" > < / a > < span class = "lineno" > 267< / span > < span class = "keyword" > const< / span > std::optional< array> & < a class = "code hl_function" href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > key< / a > = std::nullopt,< / div >
< div class = "line" > < a id = "l00268" name = "l00268" > < / a > < span class = "lineno" > 268< / span > < a class = "code hl_typedef" href = "namespacemlx_1_1core.html#a95fc1013cc48fbfee0c54310711a5e58" > StreamOrDevice< / a > s = {});< / div >
< div class = "line" > < a id = "l00269" name = "l00269" > < / a > < span class = "lineno" > 269< / span > < / div >
< div class = "line" > < a id = "l00270" name = "l00270" > < / a > < span class = "lineno" > 270< / span > } < span class = "comment" > // namespace mlx::core::random< / span > < / div >
< div class = "ttc" id = "aarray_8h_html" > < div class = "ttname" > < a href = "array_8h.html" > array.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 >
2024-10-15 23:12:17 +08:00
< div class = "ttc" id = "aclassmlx_1_1core_1_1random_1_1_key_sequence_html_a196eb6ce5ba1eb37cc8c67d6d1332bfe" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1random_1_1_key_sequence.html#a196eb6ce5ba1eb37cc8c67d6d1332bfe" > mlx::core::random::KeySequence::KeySequence< / a > < / div > < div class = "ttdeci" > KeySequence(uint64_t seed)< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1random_1_1_key_sequence_html_a4193c5eac3ef093a740d5305b25d3e18" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1random_1_1_key_sequence.html#a4193c5eac3ef093a740d5305b25d3e18" > mlx::core::random::KeySequence::next< / a > < / div > < div class = "ttdeci" > array next()< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1random_1_1_key_sequence_html_a9f19c5da2031cba50d0ff996924347d8" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1random_1_1_key_sequence.html#a9f19c5da2031cba50d0ff996924347d8" > mlx::core::random::KeySequence::seed< / a > < / div > < div class = "ttdeci" > void seed(uint64_t seed)< / div > < / div >
< div class = "ttc" id = "aclassmlx_1_1core_1_1random_1_1_key_sequence_html_ab5993daeed822c6b970caddab7e3fd90" > < div class = "ttname" > < a href = "classmlx_1_1core_1_1random_1_1_key_sequence.html#ab5993daeed822c6b970caddab7e3fd90" > mlx::core::random::KeySequence::default_< / a > < / div > < div class = "ttdeci" > static KeySequence & default_()< / div > < div class = "ttdef" > < b > Definition< / b > random.h:22< / div > < / div >
< div class = "ttc" id = "agroup__ops_html_gade46e768fd46b8b640eb16f26abeecef" > < div class = "ttname" > < a href = "group__ops.html#gade46e768fd46b8b640eb16f26abeecef" > mlx::core::mean< / a > < / div > < div class = "ttdeci" > array mean(const array & a, bool keepdims, StreamOrDevice s={})< / div > < div class = "ttdoc" > Computes the mean of the elements of an array.< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_1_1random_html" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1random.html" > mlx::core::random< / a > < / div > < div class = "ttdef" > < b > Definition< / b > threefry.h:8< / div > < / div >
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< div class = "ttc" id = "anamespacemlx_1_1core_1_1random_html_a1c601b637f60071dfc85cad19a841744" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1random.html#a1c601b637f60071dfc85cad19a841744" > mlx::core::random::bernoulli< / a > < / div > < div class = "ttdeci" > array bernoulli(const array & p, const Shape & shape, const std::optional< array > & key=std::nullopt, StreamOrDevice s={})< / div > < div class = "ttdoc" > Generate binary variables with probability to be true equal to p.< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_1_1random_html_a1ede4c7f5c86e7b7e834953853ffae9a" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1random.html#a1ede4c7f5c86e7b7e834953853ffae9a" > mlx::core::random::categorical< / a > < / div > < div class = "ttdeci" > array categorical(const array & logits, int axis, const Shape & shape, const std::optional< array > & key=std::nullopt, StreamOrDevice s={})< / div > < / div >
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< div class = "ttc" id = "anamespacemlx_1_1core_1_1random_html_a42847b435d037a977592e355eed072af" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1random.html#a42847b435d037a977592e355eed072af" > mlx::core::random::split< / a > < / div > < div class = "ttdeci" > std::pair< array, array > split(const array & key, StreamOrDevice s={})< / div > < div class = "ttdoc" > Split the rng key into a pair of keys.< / div > < / div >
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< div class = "ttc" id = "anamespacemlx_1_1core_1_1random_html_a6ec2c08e63d379594b0744cfc7d8dc41" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1random.html#a6ec2c08e63d379594b0744cfc7d8dc41" > mlx::core::random::normal< / a > < / div > < div class = "ttdeci" > array normal(const Shape & shape, Dtype dtype, const float loc, const float scale, const std::optional< array > & key=std::nullopt, StreamOrDevice s={})< / div > < div class = "ttdoc" > Generate samples from the standard normal distribution.< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_1_1random_html_a76f81f8f9468039a0b941513b46cb825" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1random.html#a76f81f8f9468039a0b941513b46cb825" > mlx::core::random::gumbel< / a > < / div > < div class = "ttdeci" > array gumbel(const Shape & shape, Dtype dtype=float32, const std::optional< array > & key=std::nullopt, StreamOrDevice s={})< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_1_1random_html_a98ec5406d44ee64537fde896f7da7ce1" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1random.html#a98ec5406d44ee64537fde896f7da7ce1" > mlx::core::random::laplace< / a > < / div > < div class = "ttdeci" > array laplace(const Shape & shape, Dtype dtype, const float loc, const float scale, const std::optional< array > & key=std::nullopt, StreamOrDevice s={})< / div > < div class = "ttdoc" > Generate samples from the laplace distribution.< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_1_1random_html_ac461a0be91e448c9887b38b832c61cc2" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1random.html#ac461a0be91e448c9887b38b832c61cc2" > mlx::core::random::uniform< / a > < / div > < div class = "ttdeci" > array uniform(const array & low, const array & high, const Shape & shape, Dtype dtype=float32, const std::optional< array > & key=std::nullopt, StreamOrDevice s={})< / div > < div class = "ttdoc" > Generate uniform random numbers between low and high.< / div > < / div >
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< div class = "ttc" id = "anamespacemlx_1_1core_1_1random_html_ac4ad325b613257306df74595d3d0e23b" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1random.html#ac4ad325b613257306df74595d3d0e23b" > mlx::core::random::seed< / a > < / div > < div class = "ttdeci" > void seed(uint64_t seed)< / div > < div class = "ttdoc" > Seed the default PRNG key.< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_1_1random_html_acf04b6f42de11383e86dcc7f98c67bd8" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1random.html#acf04b6f42de11383e86dcc7f98c67bd8" > mlx::core::random::key< / a > < / div > < div class = "ttdeci" > array key(uint64_t seed)< / div > < div class = "ttdoc" > Get a PRNG key from a seed.< / div > < / div >
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< div class = "ttc" id = "anamespacemlx_1_1core_1_1random_html_ad7d1c0b530906538dd8fb31b17382f2b" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1random.html#ad7d1c0b530906538dd8fb31b17382f2b" > mlx::core::random::bits< / a > < / div > < div class = "ttdeci" > array bits(const Shape & shape, int width, const std::optional< array > & key=std::nullopt, StreamOrDevice s={})< / div > < div class = "ttdoc" > Generate an array with type uint32 filled with random bits.< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_1_1random_html_ad7dc7ec016e0441749cf94325d624fba" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1random.html#ad7dc7ec016e0441749cf94325d624fba" > mlx::core::random::randint< / a > < / div > < div class = "ttdeci" > array randint(const array & low, const array & high, const Shape & shape, Dtype dtype=int32, const std::optional< array > & key=std::nullopt, StreamOrDevice s={})< / div > < div class = "ttdoc" > Generate integer samples uniformly at random.< / div > < / div >
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< div class = "ttc" id = "anamespacemlx_1_1core_1_1random_html_ae4636a5e54c4dcc211d252fe9d97c413" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1random.html#ae4636a5e54c4dcc211d252fe9d97c413" > mlx::core::random::permutation< / a > < / div > < div class = "ttdeci" > array permutation(const array & x, int axis=0, const std::optional< array > & key=std::nullopt, StreamOrDevice s={})< / div > < / div >
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< div class = "ttc" id = "anamespacemlx_1_1core_1_1random_html_ae6a8407fbca0817a4b8c94e02952f77d" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1random.html#ae6a8407fbca0817a4b8c94e02952f77d" > mlx::core::random::multivariate_normal< / a > < / div > < div class = "ttdeci" > array multivariate_normal(const array & mean, const array & cov, const Shape & shape, Dtype dtype, const std::optional< array > & key=std::nullopt, StreamOrDevice s={})< / div > < div class = "ttdoc" > Generate samples from a multivariate normal distribution.< / div > < / div >
< div class = "ttc" id = "anamespacemlx_1_1core_1_1random_html_aece7dc5a29e0488d8b9648f340dbff72" > < div class = "ttname" > < a href = "namespacemlx_1_1core_1_1random.html#aece7dc5a29e0488d8b9648f340dbff72" > mlx::core::random::truncated_normal< / a > < / div > < div class = "ttdeci" > array truncated_normal(const array & lower, const array & upper, const Shape & shape, Dtype dtype=float32, const std::optional< array > & key=std::nullopt, StreamOrDevice s={})< / div > < / div >
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< div class = "ttc" id = "anamespacemlx_1_1core_html_a4734a596e57434492ddfe79f2cb9dbf9" > < div class = "ttname" > < a href = "namespacemlx_1_1core.html#a4734a596e57434492ddfe79f2cb9dbf9" > mlx::core::to_stream< / a > < / div > < div class = "ttdeci" > Stream to_stream(StreamOrDevice s)< / 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 >
2025-01-10 05:56:20 +08:00
< 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 >
< 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 = "astream_8h_html" > < div class = "ttname" > < a href = "stream_8h.html" > stream.h< / a > < / div > < / div >
< div class = "ttc" id = "astructmlx_1_1core_1_1_dtype_html" > < div class = "ttname" > < a href = "structmlx_1_1core_1_1_dtype.html" > mlx::core::Dtype< / a > < / div > < div class = "ttdef" > < b > Definition< / b > dtype.h:13< / div > < / div >
< div class = "ttc" id = "autils_8h_html" > < div class = "ttname" > < a href = "utils_8h.html" > utils.h< / a > < / div > < / div >
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