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<html><head><title>dlib C++ Library - find_max_global.h</title></head><body bgcolor='white'><pre> |
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<font color='#009900'>// Copyright (C) 2017 Davis E. King (davis@dlib.net) |
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</font><font color='#009900'>// License: Boost Software License See LICENSE.txt for the full license. |
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</font><font color='#0000FF'>#ifndef</font> DLIB_FiND_GLOBAL_MAXIMUM_hH_ |
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<font color='#0000FF'>#define</font> DLIB_FiND_GLOBAL_MAXIMUM_hH_ |
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<font color='#0000FF'>#include</font> "<a style='text-decoration:none' href='find_max_global_abstract.h.html'>find_max_global_abstract.h</a>" |
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<font color='#0000FF'>#include</font> "<a style='text-decoration:none' href='global_function_search.h.html'>global_function_search.h</a>" |
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<font color='#0000FF'>#include</font> "<a style='text-decoration:none' href='../metaprogramming.h.html'>../metaprogramming.h</a>" |
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<font color='#0000FF'>#include</font> <font color='#5555FF'><</font>utility<font color='#5555FF'>></font> |
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<font color='#0000FF'>#include</font> <font color='#5555FF'><</font>chrono<font color='#5555FF'>></font> |
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<font color='#0000FF'>#include</font> <font color='#5555FF'><</font>memory<font color='#5555FF'>></font> |
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<font color='#0000FF'>#include</font> <font color='#5555FF'><</font>thread<font color='#5555FF'>></font> |
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<font color='#0000FF'>#include</font> <font color='#5555FF'><</font>functional<font color='#5555FF'>></font> |
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<font color='#0000FF'>#include</font> "<a style='text-decoration:none' href='../threads/thread_pool_extension.h.html'>../threads/thread_pool_extension.h</a>" |
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<font color='#0000FF'>#include</font> "<a style='text-decoration:none' href='../statistics/statistics.h.html'>../statistics/statistics.h</a>" |
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<font color='#0000FF'>#include</font> "<a style='text-decoration:none' href='../enable_if.h.html'>../enable_if.h</a>" |
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<font color='#0000FF'>namespace</font> dlib |
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<b>{</b> |
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<font color='#0000FF'>namespace</font> gopt_impl |
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<b>{</b> |
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<font color='#009900'>// ---------------------------------------------------------------------------------------- |
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</font> |
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<font color='#0000FF'>class</font> <b><a name='disable_decay_to_scalar'></a>disable_decay_to_scalar</b> |
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<b>{</b> |
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<font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> a; |
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<font color='#0000FF'>public</font>: |
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<b><a name='disable_decay_to_scalar'></a>disable_decay_to_scalar</b><font face='Lucida Console'>(</font><font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> a<font face='Lucida Console'>)</font> : a<font face='Lucida Console'>(</font>a<font face='Lucida Console'>)</font><b>{</b><b>}</b> |
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<b><a name='operator'></a>operator</b> <font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font> <font color='#0000FF'>const</font> <b>{</b> <font color='#0000FF'>return</font> a;<b>}</b> |
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<b>}</b>; |
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<font color='#0000FF'>template</font> <font color='#5555FF'><</font><font color='#0000FF'>typename</font> T, <font color='#0000FF'><u>size_t</u></font>... indices<font color='#5555FF'>></font> |
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<font color='#0000FF'>auto</font> <b><a name='_cwv'></a>_cwv</b> <font face='Lucida Console'>(</font> |
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T<font color='#5555FF'>&</font><font color='#5555FF'>&</font> f, |
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<font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> a, |
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compile_time_integer_list<font color='#5555FF'><</font>indices...<font color='#5555FF'>></font> |
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<font face='Lucida Console'>)</font> <font color='#5555FF'>-</font><font color='#5555FF'>></font> <b><a name='decltype'></a>decltype</b><font face='Lucida Console'>(</font><font color='#BB00BB'>f</font><font face='Lucida Console'>(</font><font color='#BB00BB'>a</font><font face='Lucida Console'>(</font>indices<font color='#5555FF'>-</font><font color='#979000'>1</font><font face='Lucida Console'>)</font>...<font face='Lucida Console'>)</font><font face='Lucida Console'>)</font> |
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<b>{</b> |
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<font color='#BB00BB'>DLIB_CASSERT</font><font face='Lucida Console'>(</font>a.<font color='#BB00BB'>size</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font> <font color='#5555FF'>=</font><font color='#5555FF'>=</font> <font color='#0000FF'>sizeof</font>...<font face='Lucida Console'>(</font>indices<font face='Lucida Console'>)</font>, |
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"<font color='#CC0000'>You invoked dlib::call_function_and_expand_args(f,a) but the number of arguments expected by f() doesn't match the size of 'a'. </font>" |
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<font color='#5555FF'><</font><font color='#5555FF'><</font> "<font color='#CC0000'>Expected </font>" <font color='#5555FF'><</font><font color='#5555FF'><</font> <font color='#0000FF'>sizeof</font>...<font face='Lucida Console'>(</font>indices<font face='Lucida Console'>)</font> <font color='#5555FF'><</font><font color='#5555FF'><</font> "<font color='#CC0000'> arguments but got </font>" <font color='#5555FF'><</font><font color='#5555FF'><</font> a.<font color='#BB00BB'>size</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font> <font color='#5555FF'><</font><font color='#5555FF'><</font> "<font color='#CC0000'>.</font>" |
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<font face='Lucida Console'>)</font>; |
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<font color='#0000FF'>return</font> <font color='#BB00BB'>f</font><font face='Lucida Console'>(</font><font color='#BB00BB'>a</font><font face='Lucida Console'>(</font>indices<font color='#5555FF'>-</font><font color='#979000'>1</font><font face='Lucida Console'>)</font>...<font face='Lucida Console'>)</font>; |
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<b>}</b> |
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<font color='#009900'>// Visual studio, as of November 2017, doesn't support C++11 and can't compile this code. |
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</font> <font color='#009900'>// So we write the terrible garbage in the #else for visual studio. When Visual Studio supports C++11 I'll update this #ifdef to use the C++11 code. |
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</font><font color='#0000FF'>#ifndef</font> _MSC_VER |
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<font color='#0000FF'>template</font> <font color='#5555FF'><</font><font color='#0000FF'><u>size_t</u></font> max_unpack<font color='#5555FF'>></font> |
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<font color='#0000FF'>struct</font> <b><a name='call_function_and_expand_args'></a>call_function_and_expand_args</b> |
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<b>{</b> |
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<font color='#0000FF'>template</font> <font color='#5555FF'><</font><font color='#0000FF'>typename</font> T<font color='#5555FF'>></font> |
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<font color='#0000FF'>static</font> <font color='#0000FF'>auto</font> <b><a name='go'></a>go</b><font face='Lucida Console'>(</font>T<font color='#5555FF'>&</font><font color='#5555FF'>&</font> f, <font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> a<font face='Lucida Console'>)</font> <font color='#5555FF'>-</font><font color='#5555FF'>></font> <b><a name='decltype'></a>decltype</b><font face='Lucida Console'>(</font><font color='#BB00BB'>_cwv</font><font face='Lucida Console'>(</font>std::forward<font color='#5555FF'><</font>T<font color='#5555FF'>></font><font face='Lucida Console'>(</font>f<font face='Lucida Console'>)</font>,a,<font color='#0000FF'>typename</font> make_compile_time_integer_range<font color='#5555FF'><</font>max_unpack<font color='#5555FF'>></font>::<font color='#BB00BB'>type</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font> |
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<b>{</b> |
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<font color='#0000FF'>return</font> <font color='#BB00BB'>_cwv</font><font face='Lucida Console'>(</font>std::forward<font color='#5555FF'><</font>T<font color='#5555FF'>></font><font face='Lucida Console'>(</font>f<font face='Lucida Console'>)</font>,a,<font color='#0000FF'>typename</font> make_compile_time_integer_range<font color='#5555FF'><</font>max_unpack<font color='#5555FF'>></font>::<font color='#BB00BB'>type</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; |
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<b>}</b> |
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<font color='#0000FF'>template</font> <font color='#5555FF'><</font><font color='#0000FF'>typename</font> T<font color='#5555FF'>></font> |
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<font color='#0000FF'>static</font> <font color='#0000FF'>auto</font> <b><a name='go'></a>go</b><font face='Lucida Console'>(</font>T<font color='#5555FF'>&</font><font color='#5555FF'>&</font> f, <font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> a<font face='Lucida Console'>)</font> <font color='#5555FF'>-</font><font color='#5555FF'>></font> <b><a name='decltype'></a>decltype</b><font face='Lucida Console'>(</font>call_function_and_expand_args<font color='#5555FF'><</font>max_unpack<font color='#5555FF'>-</font><font color='#979000'>1</font><font color='#5555FF'>></font>::<font color='#0000FF'>template</font> <font color='#BB00BB'>go</font><font face='Lucida Console'>(</font>std::forward<font color='#5555FF'><</font>T<font color='#5555FF'>></font><font face='Lucida Console'>(</font>f<font face='Lucida Console'>)</font>,a<font face='Lucida Console'>)</font><font face='Lucida Console'>)</font> |
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<b>{</b> |
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<font color='#0000FF'>return</font> call_function_and_expand_args<font color='#5555FF'><</font>max_unpack<font color='#5555FF'>-</font><font color='#979000'>1</font><font color='#5555FF'>></font>::<font color='#BB00BB'>go</font><font face='Lucida Console'>(</font>std::forward<font color='#5555FF'><</font>T<font color='#5555FF'>></font><font face='Lucida Console'>(</font>f<font face='Lucida Console'>)</font>,a<font face='Lucida Console'>)</font>; |
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<b>}</b> |
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<b>}</b>; |
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<font color='#0000FF'>template</font> <font color='#5555FF'><</font><font color='#5555FF'>></font> |
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<font color='#0000FF'>struct</font> <b><a name='call_function_and_expand_args'></a>call_function_and_expand_args</b><font color='#5555FF'><</font><font color='#979000'>0</font><font color='#5555FF'>></font> |
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<b>{</b> |
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<font color='#0000FF'>template</font> <font color='#5555FF'><</font><font color='#0000FF'>typename</font> T<font color='#5555FF'>></font> |
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<font color='#0000FF'>static</font> <font color='#0000FF'>auto</font> <b><a name='go'></a>go</b><font face='Lucida Console'>(</font>T<font color='#5555FF'>&</font><font color='#5555FF'>&</font> f, <font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> a<font face='Lucida Console'>)</font> <font color='#5555FF'>-</font><font color='#5555FF'>></font> <b><a name='decltype'></a>decltype</b><font face='Lucida Console'>(</font><font color='#BB00BB'>f</font><font face='Lucida Console'>(</font><font color='#BB00BB'>disable_decay_to_scalar</font><font face='Lucida Console'>(</font>a<font face='Lucida Console'>)</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font> |
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<b>{</b> |
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<font color='#0000FF'>return</font> <font color='#BB00BB'>f</font><font face='Lucida Console'>(</font><font color='#BB00BB'>disable_decay_to_scalar</font><font face='Lucida Console'>(</font>a<font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; |
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<b>}</b> |
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<b>}</b>; |
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<font color='#0000FF'>#else</font> |
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<font color='#0000FF'>template</font> <font color='#5555FF'><</font><font color='#0000FF'><u>size_t</u></font> max_unpack<font color='#5555FF'>></font> |
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<font color='#0000FF'>struct</font> <b><a name='call_function_and_expand_args'></a>call_function_and_expand_args</b> |
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<b>{</b> |
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<font color='#0000FF'>template</font> <font color='#5555FF'><</font><font color='#0000FF'>typename</font> T<font color='#5555FF'>></font> <font color='#0000FF'>static</font> <font color='#0000FF'>auto</font> <b><a name='go'></a>go</b><font face='Lucida Console'>(</font>T<font color='#5555FF'>&</font><font color='#5555FF'>&</font> f, <font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>, <font color='#979000'>0</font>, <font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> a<font face='Lucida Console'>)</font> <font color='#5555FF'>-</font><font color='#5555FF'>></font> <b><a name='decltype'></a>decltype</b><font face='Lucida Console'>(</font><font color='#BB00BB'>f</font><font face='Lucida Console'>(</font><font color='#BB00BB'>disable_decay_to_scalar</font><font face='Lucida Console'>(</font>a<font face='Lucida Console'>)</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font> <b>{</b><font color='#0000FF'>return</font> <font color='#BB00BB'>f</font><font face='Lucida Console'>(</font><font color='#BB00BB'>disable_decay_to_scalar</font><font face='Lucida Console'>(</font>a<font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; <b>}</b> |
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<font color='#0000FF'>template</font> <font color='#5555FF'><</font><font color='#0000FF'>typename</font> T<font color='#5555FF'>></font> <font color='#0000FF'>static</font> <font color='#0000FF'>auto</font> <b><a name='go'></a>go</b><font face='Lucida Console'>(</font>T<font color='#5555FF'>&</font><font color='#5555FF'>&</font> f, <font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>, <font color='#979000'>0</font>, <font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> a<font face='Lucida Console'>)</font> <font color='#5555FF'>-</font><font color='#5555FF'>></font> <b><a name='decltype'></a>decltype</b><font face='Lucida Console'>(</font><font color='#BB00BB'>f</font><font face='Lucida Console'>(</font><font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>0</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font> <b>{</b> <font color='#BB00BB'>DLIB_CASSERT</font><font face='Lucida Console'>(</font>a.<font color='#BB00BB'>size</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font> <font color='#5555FF'>=</font><font color='#5555FF'>=</font> <font color='#979000'>1</font><font face='Lucida Console'>)</font>; <font color='#0000FF'>return</font> <font color='#BB00BB'>f</font><font face='Lucida Console'>(</font><font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>0</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; <b>}</b> |
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<font color='#0000FF'>template</font> <font color='#5555FF'><</font><font color='#0000FF'>typename</font> T<font color='#5555FF'>></font> <font color='#0000FF'>static</font> <font color='#0000FF'>auto</font> <b><a name='go'></a>go</b><font face='Lucida Console'>(</font>T<font color='#5555FF'>&</font><font color='#5555FF'>&</font> f, <font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>, <font color='#979000'>0</font>, <font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> a<font face='Lucida Console'>)</font> <font color='#5555FF'>-</font><font color='#5555FF'>></font> <b><a name='decltype'></a>decltype</b><font face='Lucida Console'>(</font><font color='#BB00BB'>f</font><font face='Lucida Console'>(</font><font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>0</font><font face='Lucida Console'>)</font>,<font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>1</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font> <b>{</b> <font color='#BB00BB'>DLIB_CASSERT</font><font face='Lucida Console'>(</font>a.<font color='#BB00BB'>size</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font> <font color='#5555FF'>=</font><font color='#5555FF'>=</font> <font color='#979000'>2</font><font face='Lucida Console'>)</font>; <font color='#0000FF'>return</font> <font color='#BB00BB'>f</font><font face='Lucida Console'>(</font><font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>0</font><font face='Lucida Console'>)</font>,<font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>1</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; <b>}</b> |
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<font color='#0000FF'>template</font> <font color='#5555FF'><</font><font color='#0000FF'>typename</font> T<font color='#5555FF'>></font> <font color='#0000FF'>static</font> <font color='#0000FF'>auto</font> <b><a name='go'></a>go</b><font face='Lucida Console'>(</font>T<font color='#5555FF'>&</font><font color='#5555FF'>&</font> f, <font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>, <font color='#979000'>0</font>, <font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> a<font face='Lucida Console'>)</font> <font color='#5555FF'>-</font><font color='#5555FF'>></font> <b><a name='decltype'></a>decltype</b><font face='Lucida Console'>(</font><font color='#BB00BB'>f</font><font face='Lucida Console'>(</font><font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>0</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>1</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>2</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font> <b>{</b> <font color='#BB00BB'>DLIB_CASSERT</font><font face='Lucida Console'>(</font>a.<font color='#BB00BB'>size</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font> <font color='#5555FF'>=</font><font color='#5555FF'>=</font> <font color='#979000'>3</font><font face='Lucida Console'>)</font>; <font color='#0000FF'>return</font> <font color='#BB00BB'>f</font><font face='Lucida Console'>(</font><font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>0</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>1</font><font face='Lucida Console'>)</font>,<font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>2</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; <b>}</b> |
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<font color='#0000FF'>template</font> <font color='#5555FF'><</font><font color='#0000FF'>typename</font> T<font color='#5555FF'>></font> <font color='#0000FF'>static</font> <font color='#0000FF'>auto</font> <b><a name='go'></a>go</b><font face='Lucida Console'>(</font>T<font color='#5555FF'>&</font><font color='#5555FF'>&</font> f, <font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>, <font color='#979000'>0</font>, <font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> a<font face='Lucida Console'>)</font> <font color='#5555FF'>-</font><font color='#5555FF'>></font> <b><a name='decltype'></a>decltype</b><font face='Lucida Console'>(</font><font color='#BB00BB'>f</font><font face='Lucida Console'>(</font><font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>0</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>1</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>2</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>3</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font> <b>{</b> <font color='#BB00BB'>DLIB_CASSERT</font><font face='Lucida Console'>(</font>a.<font color='#BB00BB'>size</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font> <font color='#5555FF'>=</font><font color='#5555FF'>=</font> <font color='#979000'>4</font><font face='Lucida Console'>)</font>; <font color='#0000FF'>return</font> <font color='#BB00BB'>f</font><font face='Lucida Console'>(</font><font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>0</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>1</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>2</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>3</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; <b>}</b> |
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<font color='#0000FF'>template</font> <font color='#5555FF'><</font><font color='#0000FF'>typename</font> T<font color='#5555FF'>></font> <font color='#0000FF'>static</font> <font color='#0000FF'>auto</font> <b><a name='go'></a>go</b><font face='Lucida Console'>(</font>T<font color='#5555FF'>&</font><font color='#5555FF'>&</font> f, <font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>, <font color='#979000'>0</font>, <font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> a<font face='Lucida Console'>)</font> <font color='#5555FF'>-</font><font color='#5555FF'>></font> <b><a name='decltype'></a>decltype</b><font face='Lucida Console'>(</font><font color='#BB00BB'>f</font><font face='Lucida Console'>(</font><font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>0</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>1</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>2</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>3</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>4</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font> <b>{</b> <font color='#BB00BB'>DLIB_CASSERT</font><font face='Lucida Console'>(</font>a.<font color='#BB00BB'>size</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font> <font color='#5555FF'>=</font><font color='#5555FF'>=</font> <font color='#979000'>5</font><font face='Lucida Console'>)</font>; <font color='#0000FF'>return</font> <font color='#BB00BB'>f</font><font face='Lucida Console'>(</font><font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>0</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>1</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>2</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>3</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>4</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; <b>}</b> |
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<font color='#0000FF'>template</font> <font color='#5555FF'><</font><font color='#0000FF'>typename</font> T<font color='#5555FF'>></font> <font color='#0000FF'>static</font> <font color='#0000FF'>auto</font> <b><a name='go'></a>go</b><font face='Lucida Console'>(</font>T<font color='#5555FF'>&</font><font color='#5555FF'>&</font> f, <font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>, <font color='#979000'>0</font>, <font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> a<font face='Lucida Console'>)</font> <font color='#5555FF'>-</font><font color='#5555FF'>></font> <b><a name='decltype'></a>decltype</b><font face='Lucida Console'>(</font><font color='#BB00BB'>f</font><font face='Lucida Console'>(</font><font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>0</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>1</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>2</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>3</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>4</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>5</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font> <b>{</b> <font color='#BB00BB'>DLIB_CASSERT</font><font face='Lucida Console'>(</font>a.<font color='#BB00BB'>size</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font> <font color='#5555FF'>=</font><font color='#5555FF'>=</font> <font color='#979000'>6</font><font face='Lucida Console'>)</font>; <font color='#0000FF'>return</font> <font color='#BB00BB'>f</font><font face='Lucida Console'>(</font><font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>0</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>1</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>2</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>3</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>4</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>5</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; <b>}</b> |
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<font color='#0000FF'>template</font> <font color='#5555FF'><</font><font color='#0000FF'>typename</font> T<font color='#5555FF'>></font> <font color='#0000FF'>static</font> <font color='#0000FF'>auto</font> <b><a name='go'></a>go</b><font face='Lucida Console'>(</font>T<font color='#5555FF'>&</font><font color='#5555FF'>&</font> f, <font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>, <font color='#979000'>0</font>, <font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> a<font face='Lucida Console'>)</font> <font color='#5555FF'>-</font><font color='#5555FF'>></font> <b><a name='decltype'></a>decltype</b><font face='Lucida Console'>(</font><font color='#BB00BB'>f</font><font face='Lucida Console'>(</font><font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>0</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>1</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>2</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>3</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>4</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>5</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>6</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font> <b>{</b> <font color='#BB00BB'>DLIB_CASSERT</font><font face='Lucida Console'>(</font>a.<font color='#BB00BB'>size</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font> <font color='#5555FF'>=</font><font color='#5555FF'>=</font> <font color='#979000'>7</font><font face='Lucida Console'>)</font>; <font color='#0000FF'>return</font> <font color='#BB00BB'>f</font><font face='Lucida Console'>(</font><font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>0</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>1</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>2</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>3</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>4</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>5</font><font face='Lucida Console'>)</font>, <font color='#BB00BB'>a</font><font face='Lucida Console'>(</font><font color='#979000'>6</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; <b>}</b> |
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<b>}</b>; |
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<font color='#0000FF'>#endif</font> |
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<b>}</b> |
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<font color='#009900'>// ---------------------------------------------------------------------------------------- |
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</font><font color='#009900'>// ---------------------------------------------------------------------------------------- |
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</font> |
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<font color='#0000FF'>template</font> <font color='#5555FF'><</font><font color='#0000FF'>typename</font> T<font color='#5555FF'>></font> |
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<font color='#0000FF'>auto</font> <b><a name='call_function_and_expand_args'></a>call_function_and_expand_args</b><font face='Lucida Console'>(</font> |
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T<font color='#5555FF'>&</font><font color='#5555FF'>&</font> f, |
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<font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> a |
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<font face='Lucida Console'>)</font> <font color='#5555FF'>-</font><font color='#5555FF'>></font> <b><a name='decltype'></a>decltype</b><font face='Lucida Console'>(</font>gopt_impl::call_function_and_expand_args<font color='#5555FF'><</font><font color='#979000'>40</font><font color='#5555FF'>></font>::<font color='#BB00BB'>go</font><font face='Lucida Console'>(</font>f,a<font face='Lucida Console'>)</font><font face='Lucida Console'>)</font> |
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<b>{</b> |
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<font color='#009900'>// unpack up to 40 parameters when calling f() |
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</font> <font color='#0000FF'>return</font> gopt_impl::call_function_and_expand_args<font color='#5555FF'><</font><font color='#979000'>40</font><font color='#5555FF'>></font>::<font color='#BB00BB'>go</font><font face='Lucida Console'>(</font>std::forward<font color='#5555FF'><</font>T<font color='#5555FF'>></font><font face='Lucida Console'>(</font>f<font face='Lucida Console'>)</font>,a<font face='Lucida Console'>)</font>; |
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<b>}</b> |
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<font color='#009900'>// ---------------------------------------------------------------------------------------- |
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</font><font color='#009900'>// ---------------------------------------------------------------------------------------- |
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</font> |
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<font color='#0000FF'>struct</font> <b><a name='max_function_calls'></a>max_function_calls</b> |
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<b>{</b> |
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<b><a name='max_function_calls'></a>max_function_calls</b><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font> <font color='#5555FF'>=</font> <font color='#0000FF'>default</font>; |
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<font color='#0000FF'>explicit</font> <b><a name='max_function_calls'></a>max_function_calls</b><font face='Lucida Console'>(</font><font color='#0000FF'><u>size_t</u></font> max_calls<font face='Lucida Console'>)</font> : max_calls<font face='Lucida Console'>(</font>max_calls<font face='Lucida Console'>)</font> <b>{</b><b>}</b> |
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<font color='#0000FF'><u>size_t</u></font> max_calls <font color='#5555FF'>=</font> std::numeric_limits<font color='#5555FF'><</font><font color='#0000FF'><u>size_t</u></font><font color='#5555FF'>></font>::<b><a name='max'></a>max</b><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font>; |
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<b>}</b>; |
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<font color='#009900'>// ---------------------------------------------------------------------------------------- |
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</font> |
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<font color='#0000FF'>const</font> <font color='#0000FF'>auto</font> FOREVER <font color='#5555FF'>=</font> std::chrono::<b><a name='hours'></a>hours</b><font face='Lucida Console'>(</font><font color='#979000'>24</font><font color='#5555FF'>*</font><font color='#979000'>365</font><font color='#5555FF'>*</font><font color='#979000'>290</font><font face='Lucida Console'>)</font>; <font color='#009900'>// 290 years |
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</font> <font color='#0000FF'>using</font> stop_condition <font color='#5555FF'>=</font> std::function<font color='#5555FF'><</font><font color='#0000FF'><u>bool</u></font><font face='Lucida Console'>(</font><font color='#0000FF'><u>double</u></font><font face='Lucida Console'>)</font><font color='#5555FF'>></font>; |
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<font color='#0000FF'>const</font> stop_condition never_stop_early <font color='#5555FF'>=</font> []<font face='Lucida Console'>(</font><font color='#0000FF'><u>double</u></font><font face='Lucida Console'>)</font> <b>{</b> <font color='#0000FF'>return</font> <font color='#979000'>false</font>; <b>}</b>; |
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<font color='#009900'>// ---------------------------------------------------------------------------------------- |
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</font> |
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<font color='#0000FF'>namespace</font> impl |
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<b>{</b> |
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<font color='#0000FF'>template</font> <font color='#5555FF'><</font> |
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<font color='#0000FF'>typename</font> funct |
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<font color='#5555FF'>></font> |
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std::pair<font color='#5555FF'><</font><font color='#0000FF'><u>size_t</u></font>,function_evaluation<font color='#5555FF'>></font> <b><a name='find_max_global'></a>find_max_global</b> <font face='Lucida Console'>(</font> |
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<font color='#0000FF'><u>double</u></font> ymult, |
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thread_pool<font color='#5555FF'>&</font> tp, |
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std::vector<font color='#5555FF'><</font>funct<font color='#5555FF'>></font><font color='#5555FF'>&</font> functions, |
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std::vector<font color='#5555FF'><</font>function_spec<font color='#5555FF'>></font> specs, |
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<font color='#0000FF'>const</font> max_function_calls num, |
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<font color='#0000FF'>const</font> std::chrono::nanoseconds max_runtime <font color='#5555FF'>=</font> FOREVER, |
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<font color='#0000FF'><u>double</u></font> solver_epsilon <font color='#5555FF'>=</font> <font color='#979000'>0</font>, |
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std::vector<font color='#5555FF'><</font>std::vector<font color='#5555FF'><</font>function_evaluation<font color='#5555FF'>></font><font color='#5555FF'>></font> initial_function_evals <font color='#5555FF'>=</font> <b>{</b><b>}</b>, |
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stop_condition should_stop <font color='#5555FF'>=</font> never_stop_early |
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<font face='Lucida Console'>)</font> |
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<b>{</b> |
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<font color='#009900'>// Decide which parameters should be searched on a log scale. Basically, it's |
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</font> <font color='#009900'>// common for machine learning models to have parameters that should be searched on |
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</font> <font color='#009900'>// a log scale (e.g. SVM C). These parameters are usually identifiable because |
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</font> <font color='#009900'>// they have bounds like [1e-5 1e10], that is, they span a very large range of |
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</font> <font color='#009900'>// magnitudes from really small to really big. So there we are going to check for |
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</font> <font color='#009900'>// that and if we find parameters with that kind of bound constraints we will |
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</font> <font color='#009900'>// transform them to a log scale automatically. |
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</font> std::vector<font color='#5555FF'><</font>std::vector<font color='#5555FF'><</font><font color='#0000FF'><u>bool</u></font><font color='#5555FF'>></font><font color='#5555FF'>></font> <font color='#BB00BB'>log_scale</font><font face='Lucida Console'>(</font>specs.<font color='#BB00BB'>size</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; |
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<font color='#0000FF'>for</font> <font face='Lucida Console'>(</font><font color='#0000FF'><u>size_t</u></font> i <font color='#5555FF'>=</font> <font color='#979000'>0</font>; i <font color='#5555FF'><</font> specs.<font color='#BB00BB'>size</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font>; <font color='#5555FF'>+</font><font color='#5555FF'>+</font>i<font face='Lucida Console'>)</font> |
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<b>{</b> |
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<font color='#0000FF'>for</font> <font face='Lucida Console'>(</font><font color='#0000FF'><u>long</u></font> j <font color='#5555FF'>=</font> <font color='#979000'>0</font>; j <font color='#5555FF'><</font> specs[i].lower.<font color='#BB00BB'>size</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font>; <font color='#5555FF'>+</font><font color='#5555FF'>+</font>j<font face='Lucida Console'>)</font> |
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<b>{</b> |
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<font color='#0000FF'>if</font> <font face='Lucida Console'>(</font><font color='#5555FF'>!</font>specs[i].is_integer_variable[j] <font color='#5555FF'>&</font><font color='#5555FF'>&</font> specs[i].<font color='#BB00BB'>lower</font><font face='Lucida Console'>(</font>j<font face='Lucida Console'>)</font> <font color='#5555FF'>></font> <font color='#979000'>0</font> <font color='#5555FF'>&</font><font color='#5555FF'>&</font> specs[i].<font color='#BB00BB'>upper</font><font face='Lucida Console'>(</font>j<font face='Lucida Console'>)</font><font color='#5555FF'>/</font>specs[i].<font color='#BB00BB'>lower</font><font face='Lucida Console'>(</font>j<font face='Lucida Console'>)</font> <font color='#5555FF'>></font><font color='#5555FF'>=</font> <font color='#979000'>1000</font><font face='Lucida Console'>)</font> |
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<b>{</b> |
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log_scale[i].<font color='#BB00BB'>push_back</font><font face='Lucida Console'>(</font><font color='#979000'>true</font><font face='Lucida Console'>)</font>; |
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specs[i].<font color='#BB00BB'>lower</font><font face='Lucida Console'>(</font>j<font face='Lucida Console'>)</font> <font color='#5555FF'>=</font> std::<font color='#BB00BB'>log</font><font face='Lucida Console'>(</font>specs[i].<font color='#BB00BB'>lower</font><font face='Lucida Console'>(</font>j<font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; |
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specs[i].<font color='#BB00BB'>upper</font><font face='Lucida Console'>(</font>j<font face='Lucida Console'>)</font> <font color='#5555FF'>=</font> std::<font color='#BB00BB'>log</font><font face='Lucida Console'>(</font>specs[i].<font color='#BB00BB'>upper</font><font face='Lucida Console'>(</font>j<font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; |
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<b>}</b> |
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<font color='#0000FF'>else</font> |
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<b>{</b> |
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log_scale[i].<font color='#BB00BB'>push_back</font><font face='Lucida Console'>(</font><font color='#979000'>false</font><font face='Lucida Console'>)</font>; |
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<b>}</b> |
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<b>}</b> |
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<b>}</b> |
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<font color='#0000FF'>if</font> <font face='Lucida Console'>(</font>initial_function_evals.<font color='#BB00BB'>empty</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font> |
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<b>{</b> |
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initial_function_evals.<font color='#BB00BB'>resize</font><font face='Lucida Console'>(</font>specs.<font color='#BB00BB'>size</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; |
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<b>}</b> |
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<font color='#0000FF'>for</font> <font face='Lucida Console'>(</font><font color='#0000FF'>auto</font><font color='#5555FF'>&</font> evals : initial_function_evals<font face='Lucida Console'>)</font> <b>{</b> |
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<font color='#0000FF'>for</font> <font face='Lucida Console'>(</font><font color='#0000FF'>auto</font><font color='#5555FF'>&</font> eval : evals<font face='Lucida Console'>)</font> <b>{</b> |
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eval.y <font color='#5555FF'>*</font><font color='#5555FF'>=</font> ymult; |
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<b>}</b> |
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<b>}</b> |
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global_function_search <font color='#BB00BB'>opt</font><font face='Lucida Console'>(</font>specs, <b>{</b>initial_function_evals<b>}</b><font face='Lucida Console'>)</font>; |
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opt.<font color='#BB00BB'>set_solver_epsilon</font><font face='Lucida Console'>(</font>solver_epsilon<font face='Lucida Console'>)</font>; |
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running_stats_decayed<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font><font color='#5555FF'>></font> <font color='#BB00BB'>objective_funct_eval_time</font><font face='Lucida Console'>(</font>functions.<font color='#BB00BB'>size</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font><font color='#5555FF'>*</font><font color='#979000'>5</font><font face='Lucida Console'>)</font>; |
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std::mutex eval_time_mutex; |
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<font color='#0000FF'>using</font> <font color='#0000FF'>namespace</font> std::chrono; |
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<font color='#0000FF'>const</font> <font color='#0000FF'>auto</font> time_to_stop <font color='#5555FF'>=</font> steady_clock::<font color='#BB00BB'>now</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font> <font color='#5555FF'>+</font> max_runtime; |
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<font color='#009900'>//atomic<bool> doesn't support .fetch_or, use std::atomic<int> instead |
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</font> std::atomic<font color='#5555FF'><</font><font color='#0000FF'><u>int</u></font><font color='#5555FF'>></font> this_should_stop<b>{</b><font color='#979000'>false</font><b>}</b>; |
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<font color='#0000FF'><u>double</u></font> max_solver_overhead_time <font color='#5555FF'>=</font> <font color='#979000'>0</font>; |
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<font color='#009900'>// Now run the main solver loop. |
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</font> <font color='#0000FF'>for</font> <font face='Lucida Console'>(</font><font color='#0000FF'><u>size_t</u></font> i <font color='#5555FF'>=</font> <font color='#979000'>0</font>; i <font color='#5555FF'><</font> num.max_calls <font color='#5555FF'>&</font><font color='#5555FF'>&</font> steady_clock::<font color='#BB00BB'>now</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font> <font color='#5555FF'><</font> time_to_stop <font color='#5555FF'>&</font><font color='#5555FF'>&</font> <font color='#5555FF'>!</font>this_should_stop.<font color='#BB00BB'>load</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font>; <font color='#5555FF'>+</font><font color='#5555FF'>+</font>i<font face='Lucida Console'>)</font> |
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<b>{</b> |
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<font color='#0000FF'>const</font> <font color='#0000FF'>auto</font> get_next_x_start_time <font color='#5555FF'>=</font> steady_clock::<font color='#BB00BB'>now</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font>; |
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<font color='#0000FF'>auto</font> next <font color='#5555FF'>=</font> std::make_shared<font color='#5555FF'><</font>function_evaluation_request<font color='#5555FF'>></font><font face='Lucida Console'>(</font>opt.<font color='#BB00BB'>get_next_x</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; |
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<font color='#0000FF'>const</font> <font color='#0000FF'>auto</font> get_next_x_runtime <font color='#5555FF'>=</font> steady_clock::<font color='#BB00BB'>now</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font> <font color='#5555FF'>-</font> get_next_x_start_time; |
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<font color='#0000FF'>auto</font> execute_call <font color='#5555FF'>=</font> [<font color='#5555FF'>&</font>functions,<font color='#5555FF'>&</font>ymult,<font color='#5555FF'>&</font>log_scale,<font color='#5555FF'>&</font>eval_time_mutex,<font color='#5555FF'>&</font>objective_funct_eval_time,next,<font color='#5555FF'>&</font>should_stop,<font color='#5555FF'>&</font>this_should_stop]<font face='Lucida Console'>(</font><font face='Lucida Console'>)</font> <b>{</b> |
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matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font> x <font color='#5555FF'>=</font> next<font color='#5555FF'>-</font><font color='#5555FF'>></font><font color='#BB00BB'>x</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font>; |
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<font color='#009900'>// Undo any log-scaling that was applied to the variables before we pass them |
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</font> <font color='#009900'>// to the functions being optimized. |
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</font> <font color='#0000FF'>for</font> <font face='Lucida Console'>(</font><font color='#0000FF'><u>long</u></font> j <font color='#5555FF'>=</font> <font color='#979000'>0</font>; j <font color='#5555FF'><</font> x.<font color='#BB00BB'>size</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font>; <font color='#5555FF'>+</font><font color='#5555FF'>+</font>j<font face='Lucida Console'>)</font> |
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<b>{</b> |
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<font color='#0000FF'>if</font> <font face='Lucida Console'>(</font>log_scale[next<font color='#5555FF'>-</font><font color='#5555FF'>></font><font color='#BB00BB'>function_idx</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font>][j]<font face='Lucida Console'>)</font> |
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<font color='#BB00BB'>x</font><font face='Lucida Console'>(</font>j<font face='Lucida Console'>)</font> <font color='#5555FF'>=</font> std::<font color='#BB00BB'>exp</font><font face='Lucida Console'>(</font><font color='#BB00BB'>x</font><font face='Lucida Console'>(</font>j<font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; |
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<b>}</b> |
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<font color='#0000FF'>const</font> <font color='#0000FF'>auto</font> funct_eval_start <font color='#5555FF'>=</font> steady_clock::<font color='#BB00BB'>now</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font>; |
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<font color='#0000FF'><u>double</u></font> y <font color='#5555FF'>=</font> ymult<font color='#5555FF'>*</font><font color='#BB00BB'>call_function_and_expand_args</font><font face='Lucida Console'>(</font>functions[next<font color='#5555FF'>-</font><font color='#5555FF'>></font><font color='#BB00BB'>function_idx</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font>], x<font face='Lucida Console'>)</font>; |
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<font color='#0000FF'>const</font> <font color='#0000FF'><u>double</u></font> funct_eval_runtime <font color='#5555FF'>=</font> duration_cast<font color='#5555FF'><</font>nanoseconds<font color='#5555FF'>></font><font face='Lucida Console'>(</font>steady_clock::<font color='#BB00BB'>now</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font> <font color='#5555FF'>-</font> funct_eval_start<font face='Lucida Console'>)</font>.<font color='#BB00BB'>count</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font>; |
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this_should_stop.<font color='#BB00BB'>fetch_or</font><font face='Lucida Console'>(</font><font color='#BB00BB'>should_stop</font><font face='Lucida Console'>(</font>y<font color='#5555FF'>*</font>ymult<font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; |
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next<font color='#5555FF'>-</font><font color='#5555FF'>></font><font color='#BB00BB'>set</font><font face='Lucida Console'>(</font>y<font face='Lucida Console'>)</font>; |
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std::lock_guard<font color='#5555FF'><</font>std::mutex<font color='#5555FF'>></font> <font color='#BB00BB'>lock</font><font face='Lucida Console'>(</font>eval_time_mutex<font face='Lucida Console'>)</font>; |
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objective_funct_eval_time.<font color='#BB00BB'>add</font><font face='Lucida Console'>(</font>funct_eval_runtime<font face='Lucida Console'>)</font>; |
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<b>}</b>; |
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tp.<font color='#BB00BB'>add_task_by_value</font><font face='Lucida Console'>(</font>execute_call<font face='Lucida Console'>)</font>; |
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std::lock_guard<font color='#5555FF'><</font>std::mutex<font color='#5555FF'>></font> <font color='#BB00BB'>lock</font><font face='Lucida Console'>(</font>eval_time_mutex<font face='Lucida Console'>)</font>; |
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<font color='#0000FF'>const</font> <font color='#0000FF'><u>double</u></font> obj_funct_time <font color='#5555FF'>=</font> objective_funct_eval_time.<font color='#BB00BB'>mean</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font><font color='#5555FF'>/</font>std::<font color='#BB00BB'>max</font><font face='Lucida Console'>(</font><font color='#979000'>1</font>ul,tp.<font color='#BB00BB'>num_threads_in_pool</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; |
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<font color='#0000FF'>const</font> <font color='#0000FF'><u>double</u></font> solver_overhead_time <font color='#5555FF'>=</font> duration_cast<font color='#5555FF'><</font>nanoseconds<font color='#5555FF'>></font><font face='Lucida Console'>(</font>get_next_x_runtime<font face='Lucida Console'>)</font>.<font color='#BB00BB'>count</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font>; |
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max_solver_overhead_time <font color='#5555FF'>=</font> std::<font color='#BB00BB'>max</font><font face='Lucida Console'>(</font>max_solver_overhead_time, solver_overhead_time<font face='Lucida Console'>)</font>; |
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<font color='#009900'>// Don't start thinking about the logic below until we have at least 5 objective |
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</font> <font color='#009900'>// function samples for each objective function. This way we have a decent idea how |
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</font> <font color='#009900'>// fast these things are. The solver overhead is really small initially so none of |
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</font> <font color='#009900'>// the stuff below really matters in the beginning anyway. |
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</font> <font color='#0000FF'>if</font> <font face='Lucida Console'>(</font>objective_funct_eval_time.<font color='#BB00BB'>current_n</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font> <font color='#5555FF'>></font> functions.<font color='#BB00BB'>size</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font><font color='#5555FF'>*</font><font color='#979000'>5</font><font face='Lucida Console'>)</font> |
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<b>{</b> |
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<font color='#009900'>// If calling opt.get_next_x() is taking a long time relative to how long it takes |
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</font> <font color='#009900'>// to evaluate the objective function then we should spend less time grinding on the |
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</font> <font color='#009900'>// internal details of the optimizer and more time running the actual objective |
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</font> <font color='#009900'>// function. E.g. if we could just run 2x more objective function calls in the same |
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</font> <font color='#009900'>// amount of time then we should just do that. The main slowness in the solver is |
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</font> <font color='#009900'>// from the Monte Carlo sampling, which we can turn down if the objective function |
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</font> <font color='#009900'>// is really fast to evaluate. This is because the point of the Monte Carlo part is |
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</font> <font color='#009900'>// to try really hard to avoid calls to really expensive objective functions. But |
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</font> <font color='#009900'>// if the objective function is not expensive then we should just call it. |
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</font> <font color='#0000FF'>if</font> <font face='Lucida Console'>(</font>obj_funct_time <font color='#5555FF'><</font> solver_overhead_time<font face='Lucida Console'>)</font> |
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<b>{</b> |
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<font color='#009900'>// Reduce the amount of Monte Carlo sampling we do. If it goes low enough |
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</font> <font color='#009900'>// we will disable it altogether. |
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</font> <font color='#0000FF'>const</font> <font color='#0000FF'><u>size_t</u></font> new_val <font color='#5555FF'>=</font> <font color='#0000FF'>static_cast</font><font color='#5555FF'><</font><font color='#0000FF'><u>size_t</u></font><font color='#5555FF'>></font><font face='Lucida Console'>(</font>std::<font color='#BB00BB'>floor</font><font face='Lucida Console'>(</font>opt.<font color='#BB00BB'>get_monte_carlo_upper_bound_sample_num</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font><font color='#5555FF'>*</font><font color='#979000'>0.8</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; |
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opt.<font color='#BB00BB'>set_monte_carlo_upper_bound_sample_num</font><font face='Lucida Console'>(</font>std::max<font color='#5555FF'><</font><font color='#0000FF'><u>size_t</u></font><font color='#5555FF'>></font><font face='Lucida Console'>(</font><font color='#979000'>1</font>, new_val<font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; |
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<font color='#009900'>// At this point just disable the upper bounding Monte Carlo search stuff and |
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</font> <font color='#009900'>// use only pure random search since the objective function is super cheap to |
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</font> <font color='#009900'>// evaluate, making this more fancy search a waste of time. |
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</font> <font color='#0000FF'>if</font> <font face='Lucida Console'>(</font>opt.<font color='#BB00BB'>get_monte_carlo_upper_bound_sample_num</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font> <font color='#5555FF'>=</font><font color='#5555FF'>=</font> <font color='#979000'>1</font><font face='Lucida Console'>)</font> |
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<b>{</b> |
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opt.<font color='#BB00BB'>set_pure_random_search_probability</font><font face='Lucida Console'>(</font><font color='#979000'>1</font><font face='Lucida Console'>)</font>; |
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<b>}</b> |
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<b>}</b> <font color='#0000FF'>else</font> <font color='#0000FF'>if</font> <font face='Lucida Console'>(</font>obj_funct_time <font color='#5555FF'>></font> <font color='#979000'>1.5</font><font color='#5555FF'>*</font>max_solver_overhead_time<font face='Lucida Console'>)</font> <font color='#009900'>// Consider reenabling |
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</font> <b>{</b> |
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<font color='#009900'>// The Monte Carlo overhead grows over time as the solver accumulates more |
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</font> <font color='#009900'>// information about the objective function. So we only want to reenable it |
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</font> <font color='#009900'>// or make it bigger if the objective function really is more expensive. So |
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</font> <font color='#009900'>// we compare to the max solver runtime we have seen so far. If the |
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</font> <font color='#009900'>// objective function has suddenly gotten more expensive then we start to |
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</font> <font color='#009900'>// turn the Monte Carlo modeling back on. |
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</font> <font color='#0000FF'>const</font> <font color='#0000FF'><u>size_t</u></font> new_val <font color='#5555FF'>=</font> <font color='#0000FF'>static_cast</font><font color='#5555FF'><</font><font color='#0000FF'><u>size_t</u></font><font color='#5555FF'>></font><font face='Lucida Console'>(</font>std::<font color='#BB00BB'>ceil</font><font face='Lucida Console'>(</font>opt.<font color='#BB00BB'>get_monte_carlo_upper_bound_sample_num</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font><font color='#5555FF'>*</font><font color='#979000'>1.28</font><font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; |
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opt.<font color='#BB00BB'>set_monte_carlo_upper_bound_sample_num</font><font face='Lucida Console'>(</font>std::min<font color='#5555FF'><</font><font color='#0000FF'><u>size_t</u></font><font color='#5555FF'>></font><font face='Lucida Console'>(</font><font color='#979000'>5000</font>, new_val<font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; |
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<font color='#009900'>// Set this back to its default value. |
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</font> opt.<font color='#BB00BB'>set_pure_random_search_probability</font><font face='Lucida Console'>(</font><font color='#979000'>0.02</font><font face='Lucida Console'>)</font>; |
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<b>}</b> |
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<b>}</b> |
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<b>}</b> |
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tp.<font color='#BB00BB'>wait_for_all_tasks</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font>; |
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matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font> x; |
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<font color='#0000FF'><u>double</u></font> y; |
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<font color='#0000FF'><u>size_t</u></font> function_idx; |
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opt.<font color='#BB00BB'>get_best_function_eval</font><font face='Lucida Console'>(</font>x,y,function_idx<font face='Lucida Console'>)</font>; |
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<font color='#009900'>// Undo any log-scaling that was applied to the variables before we output them. |
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</font> <font color='#0000FF'>for</font> <font face='Lucida Console'>(</font><font color='#0000FF'><u>long</u></font> j <font color='#5555FF'>=</font> <font color='#979000'>0</font>; j <font color='#5555FF'><</font> x.<font color='#BB00BB'>size</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font>; <font color='#5555FF'>+</font><font color='#5555FF'>+</font>j<font face='Lucida Console'>)</font> |
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<b>{</b> |
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<font color='#0000FF'>if</font> <font face='Lucida Console'>(</font>log_scale[function_idx][j]<font face='Lucida Console'>)</font> |
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<font color='#BB00BB'>x</font><font face='Lucida Console'>(</font>j<font face='Lucida Console'>)</font> <font color='#5555FF'>=</font> std::<font color='#BB00BB'>exp</font><font face='Lucida Console'>(</font><font color='#BB00BB'>x</font><font face='Lucida Console'>(</font>j<font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; |
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<b>}</b> |
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<font color='#0000FF'>return</font> std::<font color='#BB00BB'>make_pair</font><font face='Lucida Console'>(</font>function_idx, <font color='#BB00BB'>function_evaluation</font><font face='Lucida Console'>(</font>x,y<font color='#5555FF'>/</font>ymult<font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; |
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<b>}</b> |
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<font color='#009900'>// This overload allows the order of max_runtime and num to be reversed. |
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</font> <font color='#0000FF'>template</font> <font color='#5555FF'><</font> |
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<font color='#0000FF'>typename</font> funct, |
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<font color='#0000FF'>typename</font> ...Args |
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<font color='#5555FF'>></font> |
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std::pair<font color='#5555FF'><</font><font color='#0000FF'><u>size_t</u></font>,function_evaluation<font color='#5555FF'>></font> <b><a name='find_max_global'></a>find_max_global</b> <font face='Lucida Console'>(</font> |
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<font color='#0000FF'><u>double</u></font> ymult, |
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thread_pool<font color='#5555FF'>&</font> tp, |
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std::vector<font color='#5555FF'><</font>funct<font color='#5555FF'>></font><font color='#5555FF'>&</font> functions, |
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std::vector<font color='#5555FF'><</font>function_spec<font color='#5555FF'>></font> specs, |
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<font color='#0000FF'>const</font> std::chrono::nanoseconds max_runtime, |
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<font color='#0000FF'>const</font> max_function_calls num, |
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<font color='#0000FF'><u>double</u></font> solver_epsilon <font color='#5555FF'>=</font> <font color='#979000'>0</font>, |
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Args<font color='#5555FF'>&</font><font color='#5555FF'>&</font> ...args |
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<font face='Lucida Console'>)</font> |
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<b>{</b> |
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<font color='#0000FF'>return</font> <font color='#BB00BB'>find_max_global</font><font face='Lucida Console'>(</font>ymult, tp, functions, std::<font color='#BB00BB'>move</font><font face='Lucida Console'>(</font>specs<font face='Lucida Console'>)</font>, num, max_runtime, solver_epsilon, std::forward<font color='#5555FF'><</font>Args<font color='#5555FF'>></font><font face='Lucida Console'>(</font>args<font face='Lucida Console'>)</font>...<font face='Lucida Console'>)</font>; |
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<b>}</b> |
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|
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<font color='#009900'>// This overload allows the num argument to be skipped. |
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</font> <font color='#0000FF'>template</font> <font color='#5555FF'><</font> |
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<font color='#0000FF'>typename</font> funct, |
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<font color='#0000FF'>typename</font> ...Args |
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<font color='#5555FF'>></font> |
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std::pair<font color='#5555FF'><</font><font color='#0000FF'><u>size_t</u></font>,function_evaluation<font color='#5555FF'>></font> <b><a name='find_max_global'></a>find_max_global</b> <font face='Lucida Console'>(</font> |
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<font color='#0000FF'><u>double</u></font> ymult, |
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thread_pool<font color='#5555FF'>&</font> tp, |
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std::vector<font color='#5555FF'><</font>funct<font color='#5555FF'>></font><font color='#5555FF'>&</font> functions, |
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std::vector<font color='#5555FF'><</font>function_spec<font color='#5555FF'>></font> specs, |
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<font color='#0000FF'>const</font> std::chrono::nanoseconds max_runtime, |
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<font color='#0000FF'><u>double</u></font> solver_epsilon <font color='#5555FF'>=</font> <font color='#979000'>0</font>, |
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Args<font color='#5555FF'>&</font><font color='#5555FF'>&</font> ...args |
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<font face='Lucida Console'>)</font> |
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<b>{</b> |
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<font color='#0000FF'>return</font> <font color='#BB00BB'>find_max_global</font><font face='Lucida Console'>(</font>ymult, tp, functions, std::<font color='#BB00BB'>move</font><font face='Lucida Console'>(</font>specs<font face='Lucida Console'>)</font>, <font color='#BB00BB'>max_function_calls</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font>, max_runtime, solver_epsilon, std::forward<font color='#5555FF'><</font>Args<font color='#5555FF'>></font><font face='Lucida Console'>(</font>args<font face='Lucida Console'>)</font>...<font face='Lucida Console'>)</font>; |
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<b>}</b> |
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|
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<font color='#009900'>// This overload allows the max_runtime argument to be skipped. |
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</font> <font color='#0000FF'>template</font> <font color='#5555FF'><</font> |
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<font color='#0000FF'>typename</font> funct, |
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<font color='#0000FF'>typename</font> ...Args |
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<font color='#5555FF'>></font> |
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std::pair<font color='#5555FF'><</font><font color='#0000FF'><u>size_t</u></font>,function_evaluation<font color='#5555FF'>></font> <b><a name='find_max_global'></a>find_max_global</b> <font face='Lucida Console'>(</font> |
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<font color='#0000FF'><u>double</u></font> ymult, |
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thread_pool<font color='#5555FF'>&</font> tp, |
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std::vector<font color='#5555FF'><</font>funct<font color='#5555FF'>></font><font color='#5555FF'>&</font> functions, |
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std::vector<font color='#5555FF'><</font>function_spec<font color='#5555FF'>></font> specs, |
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<font color='#0000FF'>const</font> max_function_calls num, |
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<font color='#0000FF'><u>double</u></font> solver_epsilon, |
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Args<font color='#5555FF'>&</font><font color='#5555FF'>&</font> ...args |
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<font face='Lucida Console'>)</font> |
|
<b>{</b> |
|
<font color='#0000FF'>return</font> <font color='#BB00BB'>find_max_global</font><font face='Lucida Console'>(</font>ymult, tp, functions, std::<font color='#BB00BB'>move</font><font face='Lucida Console'>(</font>specs<font face='Lucida Console'>)</font>, num, FOREVER, solver_epsilon, std::forward<font color='#5555FF'><</font>Args<font color='#5555FF'>></font><font face='Lucida Console'>(</font>args<font face='Lucida Console'>)</font>...<font face='Lucida Console'>)</font>; |
|
<b>}</b> |
|
|
|
<font color='#009900'>// This overload makes the thread_pool argument optional. |
|
</font> <font color='#0000FF'>template</font> <font color='#5555FF'><</font> |
|
<font color='#0000FF'>typename</font> funct, |
|
<font color='#0000FF'>typename</font> ...Args |
|
<font color='#5555FF'>></font> |
|
std::pair<font color='#5555FF'><</font><font color='#0000FF'><u>size_t</u></font>,function_evaluation<font color='#5555FF'>></font> <b><a name='find_max_global'></a>find_max_global</b> <font face='Lucida Console'>(</font> |
|
<font color='#0000FF'><u>double</u></font> ymult, |
|
std::vector<font color='#5555FF'><</font>funct<font color='#5555FF'>></font><font color='#5555FF'>&</font> functions, |
|
Args<font color='#5555FF'>&</font><font color='#5555FF'>&</font> ...args |
|
<font face='Lucida Console'>)</font> |
|
<b>{</b> |
|
<font color='#009900'>// disabled, don't use any threads |
|
</font> thread_pool <font color='#BB00BB'>tp</font><font face='Lucida Console'>(</font><font color='#979000'>0</font><font face='Lucida Console'>)</font>; |
|
|
|
<font color='#0000FF'>return</font> <font color='#BB00BB'>find_max_global</font><font face='Lucida Console'>(</font>ymult, tp, functions, std::forward<font color='#5555FF'><</font>Args<font color='#5555FF'>></font><font face='Lucida Console'>(</font>args<font face='Lucida Console'>)</font>...<font face='Lucida Console'>)</font>; |
|
<b>}</b> |
|
|
|
<font color='#009900'>// The point of normalize() is to handle some of the overloaded argument types in |
|
</font> <font color='#009900'>// find_max_global() instances below and turn them into the argument types expected by |
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</font> <font color='#009900'>// find_max_global() above. |
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</font> <font color='#0000FF'>template</font> <font color='#5555FF'><</font><font color='#0000FF'>typename</font> T<font color='#5555FF'>></font> |
|
<font color='#0000FF'>const</font> T<font color='#5555FF'>&</font> <b><a name='normalize'></a>normalize</b><font face='Lucida Console'>(</font><font color='#0000FF'>const</font> T<font color='#5555FF'>&</font> item<font face='Lucida Console'>)</font> |
|
<b>{</b> |
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<font color='#0000FF'>return</font> item; |
|
<b>}</b> |
|
|
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<font color='#0000FF'>inline</font> std::vector<font color='#5555FF'><</font>std::vector<font color='#5555FF'><</font>function_evaluation<font color='#5555FF'>></font><font color='#5555FF'>></font> <b><a name='normalize'></a>normalize</b><font face='Lucida Console'>(</font> |
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<font color='#0000FF'>const</font> std::vector<font color='#5555FF'><</font>function_evaluation<font color='#5555FF'>></font><font color='#5555FF'>&</font> initial_function_evals |
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<font face='Lucida Console'>)</font> |
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<b>{</b> |
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<font color='#0000FF'>return</font> <b>{</b>initial_function_evals<b>}</b>; |
|
<b>}</b> |
|
<b>}</b> |
|
|
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<font color='#009900'>// ---------------------------------------------------------------------------------------- |
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</font> |
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<font color='#0000FF'>template</font> <font color='#5555FF'><</font> |
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<font color='#0000FF'>typename</font> funct, |
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<font color='#0000FF'>typename</font> ...Args |
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<font color='#5555FF'>></font> |
|
std::pair<font color='#5555FF'><</font><font color='#0000FF'><u>size_t</u></font>,function_evaluation<font color='#5555FF'>></font> <b><a name='find_max_global'></a>find_max_global</b> <font face='Lucida Console'>(</font> |
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std::vector<font color='#5555FF'><</font>funct<font color='#5555FF'>></font><font color='#5555FF'>&</font> functions, |
|
std::vector<font color='#5555FF'><</font>function_spec<font color='#5555FF'>></font> specs, |
|
Args<font color='#5555FF'>&</font><font color='#5555FF'>&</font> ...args |
|
<font face='Lucida Console'>)</font> |
|
<b>{</b> |
|
<font color='#0000FF'>return</font> impl::<font color='#BB00BB'>find_max_global</font><font face='Lucida Console'>(</font><font color='#5555FF'>+</font><font color='#979000'>1</font>, functions, std::<font color='#BB00BB'>move</font><font face='Lucida Console'>(</font>specs<font face='Lucida Console'>)</font>, std::forward<font color='#5555FF'><</font>Args<font color='#5555FF'>></font><font face='Lucida Console'>(</font>args<font face='Lucida Console'>)</font>...<font face='Lucida Console'>)</font>; |
|
<b>}</b> |
|
|
|
<font color='#0000FF'>template</font> <font color='#5555FF'><</font> |
|
<font color='#0000FF'>typename</font> funct, |
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<font color='#0000FF'>typename</font> ...Args |
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<font color='#5555FF'>></font> |
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std::pair<font color='#5555FF'><</font><font color='#0000FF'><u>size_t</u></font>,function_evaluation<font color='#5555FF'>></font> <b><a name='find_min_global'></a>find_min_global</b> <font face='Lucida Console'>(</font> |
|
std::vector<font color='#5555FF'><</font>funct<font color='#5555FF'>></font><font color='#5555FF'>&</font> functions, |
|
std::vector<font color='#5555FF'><</font>function_spec<font color='#5555FF'>></font> specs, |
|
Args<font color='#5555FF'>&</font><font color='#5555FF'>&</font> ...args |
|
<font face='Lucida Console'>)</font> |
|
<b>{</b> |
|
<font color='#0000FF'>return</font> impl::<font color='#BB00BB'>find_max_global</font><font face='Lucida Console'>(</font><font color='#5555FF'>-</font><font color='#979000'>1</font>, functions, std::<font color='#BB00BB'>move</font><font face='Lucida Console'>(</font>specs<font face='Lucida Console'>)</font>, std::forward<font color='#5555FF'><</font>Args<font color='#5555FF'>></font><font face='Lucida Console'>(</font>args<font face='Lucida Console'>)</font>...<font face='Lucida Console'>)</font>; |
|
<b>}</b> |
|
|
|
<font color='#0000FF'>template</font> <font color='#5555FF'><</font> |
|
<font color='#0000FF'>typename</font> funct, |
|
<font color='#0000FF'>typename</font> ...Args |
|
<font color='#5555FF'>></font> |
|
std::pair<font color='#5555FF'><</font><font color='#0000FF'><u>size_t</u></font>,function_evaluation<font color='#5555FF'>></font> <b><a name='find_max_global'></a>find_max_global</b> <font face='Lucida Console'>(</font> |
|
thread_pool<font color='#5555FF'>&</font> tp, |
|
std::vector<font color='#5555FF'><</font>funct<font color='#5555FF'>></font><font color='#5555FF'>&</font> functions, |
|
std::vector<font color='#5555FF'><</font>function_spec<font color='#5555FF'>></font> specs, |
|
Args<font color='#5555FF'>&</font><font color='#5555FF'>&</font> ...args |
|
<font face='Lucida Console'>)</font> |
|
<b>{</b> |
|
<font color='#0000FF'>return</font> impl::<font color='#BB00BB'>find_max_global</font><font face='Lucida Console'>(</font><font color='#5555FF'>+</font><font color='#979000'>1</font>, tp, functions, std::<font color='#BB00BB'>move</font><font face='Lucida Console'>(</font>specs<font face='Lucida Console'>)</font>, std::forward<font color='#5555FF'><</font>Args<font color='#5555FF'>></font><font face='Lucida Console'>(</font>args<font face='Lucida Console'>)</font>...<font face='Lucida Console'>)</font>; |
|
<b>}</b> |
|
|
|
<font color='#0000FF'>template</font> <font color='#5555FF'><</font> |
|
<font color='#0000FF'>typename</font> funct, |
|
<font color='#0000FF'>typename</font> ...Args |
|
<font color='#5555FF'>></font> |
|
std::pair<font color='#5555FF'><</font><font color='#0000FF'><u>size_t</u></font>,function_evaluation<font color='#5555FF'>></font> <b><a name='find_min_global'></a>find_min_global</b> <font face='Lucida Console'>(</font> |
|
thread_pool<font color='#5555FF'>&</font> tp, |
|
std::vector<font color='#5555FF'><</font>funct<font color='#5555FF'>></font><font color='#5555FF'>&</font> functions, |
|
std::vector<font color='#5555FF'><</font>function_spec<font color='#5555FF'>></font> specs, |
|
Args<font color='#5555FF'>&</font><font color='#5555FF'>&</font> ...args |
|
<font face='Lucida Console'>)</font> |
|
<b>{</b> |
|
<font color='#0000FF'>return</font> impl::<font color='#BB00BB'>find_max_global</font><font face='Lucida Console'>(</font><font color='#5555FF'>-</font><font color='#979000'>1</font>, tp, functions, std::<font color='#BB00BB'>move</font><font face='Lucida Console'>(</font>specs<font face='Lucida Console'>)</font>, std::forward<font color='#5555FF'><</font>Args<font color='#5555FF'>></font><font face='Lucida Console'>(</font>args<font face='Lucida Console'>)</font>...<font face='Lucida Console'>)</font>; |
|
<b>}</b> |
|
|
|
<font color='#009900'>// ---------------------------------------------------------------------------------------- |
|
</font> |
|
<font color='#009900'>// Overloads that take function objects and simple matrix bounds instead of function_specs. |
|
</font> <font color='#0000FF'>template</font> <font color='#5555FF'><</font> |
|
<font color='#0000FF'>typename</font> funct, |
|
<font color='#0000FF'>typename</font> ...Args |
|
<font color='#5555FF'>></font> |
|
function_evaluation <b><a name='find_max_global'></a>find_max_global</b> <font face='Lucida Console'>(</font> |
|
funct f, |
|
<font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> bound1, |
|
<font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> bound2, |
|
<font color='#0000FF'>const</font> std::vector<font color='#5555FF'><</font><font color='#0000FF'><u>bool</u></font><font color='#5555FF'>></font><font color='#5555FF'>&</font> is_integer_variable, |
|
Args<font color='#5555FF'>&</font><font color='#5555FF'>&</font> ...args |
|
<font face='Lucida Console'>)</font> |
|
<b>{</b> |
|
std::vector<font color='#5555FF'><</font>funct<font color='#5555FF'>></font> <font color='#BB00BB'>functions</font><font face='Lucida Console'>(</font><font color='#979000'>1</font>,std::<font color='#BB00BB'>move</font><font face='Lucida Console'>(</font>f<font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; |
|
std::vector<font color='#5555FF'><</font>function_spec<font color='#5555FF'>></font> <font color='#BB00BB'>specs</font><font face='Lucida Console'>(</font><font color='#979000'>1</font>, <font color='#BB00BB'>function_spec</font><font face='Lucida Console'>(</font>bound1, bound2, is_integer_variable<font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; |
|
<font color='#0000FF'>return</font> <font color='#BB00BB'>find_max_global</font><font face='Lucida Console'>(</font>functions, std::<font color='#BB00BB'>move</font><font face='Lucida Console'>(</font>specs<font face='Lucida Console'>)</font>, impl::<font color='#BB00BB'>normalize</font><font face='Lucida Console'>(</font>args<font face='Lucida Console'>)</font>...<font face='Lucida Console'>)</font>.second; |
|
<b>}</b> |
|
|
|
<font color='#0000FF'>template</font> <font color='#5555FF'><</font> |
|
<font color='#0000FF'>typename</font> funct, |
|
<font color='#0000FF'>typename</font> ...Args |
|
<font color='#5555FF'>></font> |
|
function_evaluation <b><a name='find_min_global'></a>find_min_global</b> <font face='Lucida Console'>(</font> |
|
funct f, |
|
<font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> bound1, |
|
<font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> bound2, |
|
<font color='#0000FF'>const</font> std::vector<font color='#5555FF'><</font><font color='#0000FF'><u>bool</u></font><font color='#5555FF'>></font><font color='#5555FF'>&</font> is_integer_variable, |
|
Args<font color='#5555FF'>&</font><font color='#5555FF'>&</font> ...args |
|
<font face='Lucida Console'>)</font> |
|
<b>{</b> |
|
std::vector<font color='#5555FF'><</font>funct<font color='#5555FF'>></font> <font color='#BB00BB'>functions</font><font face='Lucida Console'>(</font><font color='#979000'>1</font>,std::<font color='#BB00BB'>move</font><font face='Lucida Console'>(</font>f<font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; |
|
std::vector<font color='#5555FF'><</font>function_spec<font color='#5555FF'>></font> <font color='#BB00BB'>specs</font><font face='Lucida Console'>(</font><font color='#979000'>1</font>, <font color='#BB00BB'>function_spec</font><font face='Lucida Console'>(</font>bound1, bound2, is_integer_variable<font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; |
|
<font color='#0000FF'>return</font> <font color='#BB00BB'>find_min_global</font><font face='Lucida Console'>(</font>functions, std::<font color='#BB00BB'>move</font><font face='Lucida Console'>(</font>specs<font face='Lucida Console'>)</font>, impl::<font color='#BB00BB'>normalize</font><font face='Lucida Console'>(</font>args<font face='Lucida Console'>)</font>...<font face='Lucida Console'>)</font>.second; |
|
<b>}</b> |
|
|
|
<font color='#0000FF'>template</font> <font color='#5555FF'><</font> |
|
<font color='#0000FF'>typename</font> funct, |
|
<font color='#0000FF'>typename</font> ...Args |
|
<font color='#5555FF'>></font> |
|
function_evaluation <b><a name='find_max_global'></a>find_max_global</b> <font face='Lucida Console'>(</font> |
|
thread_pool<font color='#5555FF'>&</font> tp, |
|
funct f, |
|
<font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> bound1, |
|
<font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> bound2, |
|
<font color='#0000FF'>const</font> std::vector<font color='#5555FF'><</font><font color='#0000FF'><u>bool</u></font><font color='#5555FF'>></font><font color='#5555FF'>&</font> is_integer_variable, |
|
Args<font color='#5555FF'>&</font><font color='#5555FF'>&</font> ...args |
|
<font face='Lucida Console'>)</font> |
|
<b>{</b> |
|
std::vector<font color='#5555FF'><</font>funct<font color='#5555FF'>></font> <font color='#BB00BB'>functions</font><font face='Lucida Console'>(</font><font color='#979000'>1</font>,std::<font color='#BB00BB'>move</font><font face='Lucida Console'>(</font>f<font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; |
|
std::vector<font color='#5555FF'><</font>function_spec<font color='#5555FF'>></font> <font color='#BB00BB'>specs</font><font face='Lucida Console'>(</font><font color='#979000'>1</font>, <font color='#BB00BB'>function_spec</font><font face='Lucida Console'>(</font>bound1, bound2, is_integer_variable<font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; |
|
<font color='#0000FF'>return</font> <font color='#BB00BB'>find_max_global</font><font face='Lucida Console'>(</font>tp, functions, std::<font color='#BB00BB'>move</font><font face='Lucida Console'>(</font>specs<font face='Lucida Console'>)</font>, impl::<font color='#BB00BB'>normalize</font><font face='Lucida Console'>(</font>args<font face='Lucida Console'>)</font>...<font face='Lucida Console'>)</font>.second; |
|
<b>}</b> |
|
|
|
<font color='#0000FF'>template</font> <font color='#5555FF'><</font> |
|
<font color='#0000FF'>typename</font> funct, |
|
<font color='#0000FF'>typename</font> ...Args |
|
<font color='#5555FF'>></font> |
|
function_evaluation <b><a name='find_min_global'></a>find_min_global</b> <font face='Lucida Console'>(</font> |
|
thread_pool<font color='#5555FF'>&</font> tp, |
|
funct f, |
|
<font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> bound1, |
|
<font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> bound2, |
|
<font color='#0000FF'>const</font> std::vector<font color='#5555FF'><</font><font color='#0000FF'><u>bool</u></font><font color='#5555FF'>></font><font color='#5555FF'>&</font> is_integer_variable, |
|
Args<font color='#5555FF'>&</font><font color='#5555FF'>&</font> ...args |
|
<font face='Lucida Console'>)</font> |
|
<b>{</b> |
|
std::vector<font color='#5555FF'><</font>funct<font color='#5555FF'>></font> <font color='#BB00BB'>functions</font><font face='Lucida Console'>(</font><font color='#979000'>1</font>,std::<font color='#BB00BB'>move</font><font face='Lucida Console'>(</font>f<font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; |
|
std::vector<font color='#5555FF'><</font>function_spec<font color='#5555FF'>></font> <font color='#BB00BB'>specs</font><font face='Lucida Console'>(</font><font color='#979000'>1</font>, <font color='#BB00BB'>function_spec</font><font face='Lucida Console'>(</font>bound1, bound2, is_integer_variable<font face='Lucida Console'>)</font><font face='Lucida Console'>)</font>; |
|
<font color='#0000FF'>return</font> <font color='#BB00BB'>find_min_global</font><font face='Lucida Console'>(</font>tp, functions, std::<font color='#BB00BB'>move</font><font face='Lucida Console'>(</font>specs<font face='Lucida Console'>)</font>, impl::<font color='#BB00BB'>normalize</font><font face='Lucida Console'>(</font>args<font face='Lucida Console'>)</font>...<font face='Lucida Console'>)</font>.second; |
|
<b>}</b> |
|
|
|
<font color='#009900'>// ---------------------------------------------------------------------------------------- |
|
</font> |
|
<font color='#009900'>// overloads that are the same as above, but is_integer_variable defaulted to false for all parameters. |
|
</font> <font color='#0000FF'>template</font> <font color='#5555FF'><</font> |
|
<font color='#0000FF'>typename</font> funct, |
|
<font color='#0000FF'>typename</font> T, |
|
<font color='#0000FF'>typename</font> ...Args |
|
<font color='#5555FF'>></font> |
|
<font color='#0000FF'>typename</font> disable_if<font color='#5555FF'><</font>std::is_same<font color='#5555FF'><</font>T,std::vector<font color='#5555FF'><</font><font color='#0000FF'><u>bool</u></font><font color='#5555FF'>></font><font color='#5555FF'>></font>, function_evaluation<font color='#5555FF'>></font>::type |
|
<b><a name='find_max_global'></a>find_max_global</b> <font face='Lucida Console'>(</font> |
|
funct f, |
|
<font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> bound1, |
|
<font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> bound2, |
|
<font color='#0000FF'>const</font> T<font color='#5555FF'>&</font> arg, |
|
Args<font color='#5555FF'>&</font><font color='#5555FF'>&</font> ...args |
|
<font face='Lucida Console'>)</font> |
|
<b>{</b> |
|
<font color='#0000FF'>const</font> std::vector<font color='#5555FF'><</font><font color='#0000FF'><u>bool</u></font><font color='#5555FF'>></font> <font color='#BB00BB'>is_integer_variable</font><font face='Lucida Console'>(</font>bound1.<font color='#BB00BB'>size</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font>,<font color='#979000'>false</font><font face='Lucida Console'>)</font>; |
|
<font color='#0000FF'>return</font> <font color='#BB00BB'>find_max_global</font><font face='Lucida Console'>(</font>std::<font color='#BB00BB'>move</font><font face='Lucida Console'>(</font>f<font face='Lucida Console'>)</font>, bound1, bound2, is_integer_variable, arg, impl::<font color='#BB00BB'>normalize</font><font face='Lucida Console'>(</font>args<font face='Lucida Console'>)</font>...<font face='Lucida Console'>)</font>; |
|
<b>}</b> |
|
|
|
<font color='#0000FF'>template</font> <font color='#5555FF'><</font> |
|
<font color='#0000FF'>typename</font> funct, |
|
<font color='#0000FF'>typename</font> T, |
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<font color='#0000FF'>typename</font> ...Args |
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<font color='#5555FF'>></font> |
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<font color='#0000FF'>typename</font> disable_if<font color='#5555FF'><</font>std::is_same<font color='#5555FF'><</font>T,std::vector<font color='#5555FF'><</font><font color='#0000FF'><u>bool</u></font><font color='#5555FF'>></font><font color='#5555FF'>></font>, function_evaluation<font color='#5555FF'>></font>::type |
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<b><a name='find_min_global'></a>find_min_global</b> <font face='Lucida Console'>(</font> |
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funct f, |
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<font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> bound1, |
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<font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> bound2, |
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<font color='#0000FF'>const</font> T<font color='#5555FF'>&</font> arg, |
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Args<font color='#5555FF'>&</font><font color='#5555FF'>&</font> ...args |
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<font face='Lucida Console'>)</font> |
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<b>{</b> |
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<font color='#0000FF'>const</font> std::vector<font color='#5555FF'><</font><font color='#0000FF'><u>bool</u></font><font color='#5555FF'>></font> <font color='#BB00BB'>is_integer_variable</font><font face='Lucida Console'>(</font>bound1.<font color='#BB00BB'>size</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font>,<font color='#979000'>false</font><font face='Lucida Console'>)</font>; |
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<font color='#0000FF'>return</font> <font color='#BB00BB'>find_min_global</font><font face='Lucida Console'>(</font>std::<font color='#BB00BB'>move</font><font face='Lucida Console'>(</font>f<font face='Lucida Console'>)</font>, bound1, bound2, is_integer_variable, arg, impl::<font color='#BB00BB'>normalize</font><font face='Lucida Console'>(</font>args<font face='Lucida Console'>)</font>...<font face='Lucida Console'>)</font>; |
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<b>}</b> |
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|
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<font color='#0000FF'>template</font> <font color='#5555FF'><</font> |
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<font color='#0000FF'>typename</font> funct, |
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<font color='#0000FF'>typename</font> T, |
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<font color='#0000FF'>typename</font> ...Args |
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<font color='#5555FF'>></font> |
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<font color='#0000FF'>typename</font> disable_if<font color='#5555FF'><</font>std::is_same<font color='#5555FF'><</font>T,std::vector<font color='#5555FF'><</font><font color='#0000FF'><u>bool</u></font><font color='#5555FF'>></font><font color='#5555FF'>></font>, function_evaluation<font color='#5555FF'>></font>::type |
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<b><a name='find_max_global'></a>find_max_global</b> <font face='Lucida Console'>(</font> |
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thread_pool<font color='#5555FF'>&</font> tp, |
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funct f, |
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<font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> bound1, |
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<font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> bound2, |
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<font color='#0000FF'>const</font> T<font color='#5555FF'>&</font> arg, |
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Args<font color='#5555FF'>&</font><font color='#5555FF'>&</font> ...args |
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<font face='Lucida Console'>)</font> |
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<b>{</b> |
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<font color='#0000FF'>const</font> std::vector<font color='#5555FF'><</font><font color='#0000FF'><u>bool</u></font><font color='#5555FF'>></font> <font color='#BB00BB'>is_integer_variable</font><font face='Lucida Console'>(</font>bound1.<font color='#BB00BB'>size</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font>,<font color='#979000'>false</font><font face='Lucida Console'>)</font>; |
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<font color='#0000FF'>return</font> <font color='#BB00BB'>find_max_global</font><font face='Lucida Console'>(</font>tp, std::<font color='#BB00BB'>move</font><font face='Lucida Console'>(</font>f<font face='Lucida Console'>)</font>, bound1, bound2, is_integer_variable, arg, impl::<font color='#BB00BB'>normalize</font><font face='Lucida Console'>(</font>args<font face='Lucida Console'>)</font>...<font face='Lucida Console'>)</font>; |
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<b>}</b> |
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|
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<font color='#0000FF'>template</font> <font color='#5555FF'><</font> |
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<font color='#0000FF'>typename</font> funct, |
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<font color='#0000FF'>typename</font> T, |
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<font color='#0000FF'>typename</font> ...Args |
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<font color='#5555FF'>></font> |
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<font color='#0000FF'>typename</font> disable_if<font color='#5555FF'><</font>std::is_same<font color='#5555FF'><</font>T,std::vector<font color='#5555FF'><</font><font color='#0000FF'><u>bool</u></font><font color='#5555FF'>></font><font color='#5555FF'>></font>, function_evaluation<font color='#5555FF'>></font>::type |
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<b><a name='find_min_global'></a>find_min_global</b> <font face='Lucida Console'>(</font> |
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thread_pool<font color='#5555FF'>&</font> tp, |
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funct f, |
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<font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> bound1, |
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<font color='#0000FF'>const</font> matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font color='#5555FF'>&</font> bound2, |
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<font color='#0000FF'>const</font> T<font color='#5555FF'>&</font> arg, |
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Args<font color='#5555FF'>&</font><font color='#5555FF'>&</font> ...args |
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<font face='Lucida Console'>)</font> |
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<b>{</b> |
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<font color='#0000FF'>const</font> std::vector<font color='#5555FF'><</font><font color='#0000FF'><u>bool</u></font><font color='#5555FF'>></font> <font color='#BB00BB'>is_integer_variable</font><font face='Lucida Console'>(</font>bound1.<font color='#BB00BB'>size</font><font face='Lucida Console'>(</font><font face='Lucida Console'>)</font>,<font color='#979000'>false</font><font face='Lucida Console'>)</font>; |
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<font color='#0000FF'>return</font> <font color='#BB00BB'>find_min_global</font><font face='Lucida Console'>(</font>tp, std::<font color='#BB00BB'>move</font><font face='Lucida Console'>(</font>f<font face='Lucida Console'>)</font>, bound1, bound2, is_integer_variable, arg, impl::<font color='#BB00BB'>normalize</font><font face='Lucida Console'>(</font>args<font face='Lucida Console'>)</font>...<font face='Lucida Console'>)</font>; |
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<b>}</b> |
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|
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<font color='#009900'>// ---------------------------------------------------------------------------------------- |
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</font> |
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<font color='#009900'>// overloads for a function taking a single scalar. |
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</font> <font color='#0000FF'>template</font> <font color='#5555FF'><</font> |
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<font color='#0000FF'>typename</font> funct, |
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<font color='#0000FF'>typename</font> T, |
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<font color='#0000FF'>typename</font> ...Args |
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<font color='#5555FF'>></font> |
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function_evaluation <b><a name='find_max_global'></a>find_max_global</b> <font face='Lucida Console'>(</font> |
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funct f, |
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<font color='#0000FF'>const</font> <font color='#0000FF'><u>double</u></font> bound1, |
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<font color='#0000FF'>const</font> <font color='#0000FF'><u>double</u></font> bound2, |
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<font color='#0000FF'>const</font> T<font color='#5555FF'>&</font> arg, |
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Args<font color='#5555FF'>&</font><font color='#5555FF'>&</font> ...args |
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<font face='Lucida Console'>)</font> |
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<b>{</b> |
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<font color='#0000FF'>return</font> <font color='#BB00BB'>find_max_global</font><font face='Lucida Console'>(</font>std::<font color='#BB00BB'>move</font><font face='Lucida Console'>(</font>f<font face='Lucida Console'>)</font>, matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font face='Lucida Console'>(</font><b>{</b>bound1<b>}</b><font face='Lucida Console'>)</font>, matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font face='Lucida Console'>(</font><b>{</b>bound2<b>}</b><font face='Lucida Console'>)</font>, arg, impl::<font color='#BB00BB'>normalize</font><font face='Lucida Console'>(</font>args<font face='Lucida Console'>)</font>...<font face='Lucida Console'>)</font>; |
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<b>}</b> |
|
|
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<font color='#0000FF'>template</font> <font color='#5555FF'><</font> |
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<font color='#0000FF'>typename</font> funct, |
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<font color='#0000FF'>typename</font> T, |
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<font color='#0000FF'>typename</font> ...Args |
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<font color='#5555FF'>></font> |
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function_evaluation <b><a name='find_min_global'></a>find_min_global</b> <font face='Lucida Console'>(</font> |
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funct f, |
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<font color='#0000FF'>const</font> <font color='#0000FF'><u>double</u></font> bound1, |
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<font color='#0000FF'>const</font> <font color='#0000FF'><u>double</u></font> bound2, |
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<font color='#0000FF'>const</font> T<font color='#5555FF'>&</font> arg, |
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Args<font color='#5555FF'>&</font><font color='#5555FF'>&</font> ...args |
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<font face='Lucida Console'>)</font> |
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<b>{</b> |
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<font color='#0000FF'>return</font> <font color='#BB00BB'>find_min_global</font><font face='Lucida Console'>(</font>std::<font color='#BB00BB'>move</font><font face='Lucida Console'>(</font>f<font face='Lucida Console'>)</font>, matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font face='Lucida Console'>(</font><b>{</b>bound1<b>}</b><font face='Lucida Console'>)</font>, matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font face='Lucida Console'>(</font><b>{</b>bound2<b>}</b><font face='Lucida Console'>)</font>, arg, impl::<font color='#BB00BB'>normalize</font><font face='Lucida Console'>(</font>args<font face='Lucida Console'>)</font>...<font face='Lucida Console'>)</font>; |
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<b>}</b> |
|
|
|
<font color='#0000FF'>template</font> <font color='#5555FF'><</font> |
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<font color='#0000FF'>typename</font> funct, |
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<font color='#0000FF'>typename</font> T, |
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<font color='#0000FF'>typename</font> ...Args |
|
<font color='#5555FF'>></font> |
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function_evaluation <b><a name='find_max_global'></a>find_max_global</b> <font face='Lucida Console'>(</font> |
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thread_pool<font color='#5555FF'>&</font> tp, |
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funct f, |
|
<font color='#0000FF'>const</font> <font color='#0000FF'><u>double</u></font> bound1, |
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<font color='#0000FF'>const</font> <font color='#0000FF'><u>double</u></font> bound2, |
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<font color='#0000FF'>const</font> T<font color='#5555FF'>&</font> arg, |
|
Args<font color='#5555FF'>&</font><font color='#5555FF'>&</font> ...args |
|
<font face='Lucida Console'>)</font> |
|
<b>{</b> |
|
<font color='#0000FF'>return</font> <font color='#BB00BB'>find_max_global</font><font face='Lucida Console'>(</font>tp, std::<font color='#BB00BB'>move</font><font face='Lucida Console'>(</font>f<font face='Lucida Console'>)</font>, matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font face='Lucida Console'>(</font><b>{</b>bound1<b>}</b><font face='Lucida Console'>)</font>, matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font face='Lucida Console'>(</font><b>{</b>bound2<b>}</b><font face='Lucida Console'>)</font>, arg, impl::<font color='#BB00BB'>normalize</font><font face='Lucida Console'>(</font>args<font face='Lucida Console'>)</font>...<font face='Lucida Console'>)</font>; |
|
<b>}</b> |
|
|
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<font color='#0000FF'>template</font> <font color='#5555FF'><</font> |
|
<font color='#0000FF'>typename</font> funct, |
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<font color='#0000FF'>typename</font> T, |
|
<font color='#0000FF'>typename</font> ...Args |
|
<font color='#5555FF'>></font> |
|
function_evaluation <b><a name='find_min_global'></a>find_min_global</b> <font face='Lucida Console'>(</font> |
|
thread_pool<font color='#5555FF'>&</font> tp, |
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funct f, |
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<font color='#0000FF'>const</font> <font color='#0000FF'><u>double</u></font> bound1, |
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<font color='#0000FF'>const</font> <font color='#0000FF'><u>double</u></font> bound2, |
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<font color='#0000FF'>const</font> T<font color='#5555FF'>&</font> arg, |
|
Args<font color='#5555FF'>&</font><font color='#5555FF'>&</font> ...args |
|
<font face='Lucida Console'>)</font> |
|
<b>{</b> |
|
<font color='#0000FF'>return</font> <font color='#BB00BB'>find_min_global</font><font face='Lucida Console'>(</font>tp, std::<font color='#BB00BB'>move</font><font face='Lucida Console'>(</font>f<font face='Lucida Console'>)</font>, matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font face='Lucida Console'>(</font><b>{</b>bound1<b>}</b><font face='Lucida Console'>)</font>, matrix<font color='#5555FF'><</font><font color='#0000FF'><u>double</u></font>,<font color='#979000'>0</font>,<font color='#979000'>1</font><font color='#5555FF'>></font><font face='Lucida Console'>(</font><b>{</b>bound2<b>}</b><font face='Lucida Console'>)</font>, arg, impl::<font color='#BB00BB'>normalize</font><font face='Lucida Console'>(</font>args<font face='Lucida Console'>)</font>...<font face='Lucida Console'>)</font>; |
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<b>}</b> |
|
|
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<font color='#009900'>// ---------------------------------------------------------------------------------------- |
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</font> |
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<b>}</b> |
|
|
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<font color='#0000FF'>#endif</font> <font color='#009900'>// DLIB_FiND_GLOBAL_MAXIMUM_hH_ |
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</font> |
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|
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</pre></body></html> |
