{"id":12729,"date":"2019-08-27T20:43:08","date_gmt":"2019-08-27T17:43:08","guid":{"rendered":"https:\/\/linuxthebest.net\/?p=12729"},"modified":"2020-08-27T22:08:31","modified_gmt":"2020-08-27T19:08:31","slug":"sozdajte-svoi-sobstvennye-nejronnye-kartiny-s-pomoshchyu-glubokogo-obucheniya","status":"publish","type":"post","link":"https:\/\/linuxthebest.net\/uk\/sozdajte-svoi-sobstvennye-nejronnye-kartiny-s-pomoshchyu-glubokogo-obucheniya\/","title":{"rendered":"\u0421\u043e\u0437\u0434\u0430\u0439\u0442\u0435 \u0441\u0432\u043e\u0438 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u201c\u041d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0435 \u041a\u0430\u0440\u0442\u0438\u043d\u044b\u201d \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0413\u043b\u0443\u0431\u043e\u043a\u043e\u0433\u043e \u041e\u0431\u0443\u0447\u0435\u043d\u0438\u044f"},"content":{"rendered":"<p><img data-recalc-dims=\"1\" decoding=\"async\" class=\"aligncenter lazyload\" style=\"--smush-placeholder-width: 366px; --smush-placeholder-aspect-ratio: 366\/200;height: 233px;margin-left: auto;margin-right: auto\" data-src=\"https:\/\/i0.wp.com\/habrastorage.org\/files\/734\/c0c\/ad1\/734c0cad17f84ab1a3a61f4bfb27d43e.jpg?resize=366%2C200&#038;ssl=1\" width=\"366\" height=\"200\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/p>\n<p style=\"text-align: justify\">\u041d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0435 \u0441\u0435\u0442\u0438 \u043c\u043e\u0433\u0443\u0442 \u0434\u0435\u043b\u0430\u0442\u044c \u043c\u043d\u043e\u0433\u043e \u0440\u0430\u0437\u043d\u044b\u0445 \u0432\u0435\u0449\u0435\u0439. \u041e\u043d\u0438 \u043c\u043e\u0433\u0443\u0442 \u043f\u043e\u043d\u0438\u043c\u0430\u0442\u044c \u043d\u0430\u0448\u0438 \u0433\u043e\u043b\u043e\u0441\u0430, \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u0442\u044c \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u0438 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u0438\u0442\u044c \u0440\u0435\u0447\u044c, \u043d\u043e \u0437\u043d\u0430\u0435\u0442\u0435 \u043b\u0438 \u0432\u044b, \u0447\u0442\u043e \u0435\u0449\u0435 \u043e\u043d\u0438 \u0443\u043c\u0435\u044e\u0442 \u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c? \u0418\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u0445\u0443 \u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u0443\u0435\u0442 \u043d\u0435\u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0441\u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u043e\u0433\u043e \u0440\u0438\u0441\u043e\u0432\u0430\u043d\u0438\u044f.<!--more--><br \/>\n\u0421\u0435\u0433\u043e\u0434\u043d\u044f\u00a0<i>\u043c\u044b<\/i>\u00a0\u043f\u043e\u0437\u043d\u0430\u043a\u043e\u043c\u0438\u043c \u0432\u0430\u0441 \u0441 \u0442\u0435\u043c \u043a\u0430\u043a \u044d\u0442\u043e \u0434\u0435\u043b\u0430\u0435\u0442\u0441\u044f. \u041f\u0440\u0435\u0436\u0434\u0435 \u0432\u0441\u0435\u0433\u043e, \u0443\u0431\u0435\u0434\u0438\u0442\u0435\u0441\u044c, \u0447\u0442\u043e \u0443 \u0432\u0430\u0441 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u043a\u043e\u043f\u0438\u044f Ubuntu (14.04 \u2014 \u0442\u0430, \u0447\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b \u044f). \u0412\u0430\u043c \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0438\u043c\u0435\u0442\u044c \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0433\u0438\u0433\u043e\u0432 \u0441\u0432\u043e\u0431\u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0430 \u043d\u0430 \u0436\u0435\u0441\u0442\u043a\u043e\u043c \u0434\u0438\u0441\u043a\u0435 \u0438 \u0432 \u043e\u043f\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043f\u0430\u043c\u044f\u0442\u0438, \u0445\u043e\u0442\u044f \u0431\u044b \u043d\u0435 \u043c\u0435\u043d\u0435\u0435 6 GB (\u0431\u043e\u043b\u044c\u0448\u0435 \u043e\u043f\u0435\u0440\u0430\u0442\u0438\u0432\u043a\u0438 \u0434\u043b\u044f \u0431<i>\u043e<\/i>\u043b\u044c\u0448\u0438\u0445 \u0432\u044b\u0432\u043e\u0434\u0438\u043c\u044b\u0445 \u0440\u0430\u0437\u0440\u0435\u0448\u0435\u043d\u0438\u0439). \u0414\u043b\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430 Ubuntu \u043a\u0430\u043a \u0432\u0438\u0440\u0442\u0443\u0430\u043b\u044c\u043d\u043e\u0439 \u043c\u0430\u0448\u0438\u043d\u044b, \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c Vagrant \u0432\u043c\u0435\u0441\u0442\u0435 \u0441 VirtualBox.<\/p>\n<p style=\"text-align: justify\"><img data-recalc-dims=\"1\" decoding=\"async\" class=\"aligncenter lazyload\" style=\"margin-left: auto;margin-right: auto\" data-src=\"https:\/\/i0.wp.com\/habrastorage.org\/files\/d51\/425\/1db\/d514251db7044d17a4bba2fa25025bc1.jpg?w=740&#038;ssl=1\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/p>\n<p>\u0423\u0431\u0435\u0434\u0438\u0442\u0435\u0441\u044c, \u0447\u0442\u043e \u0443 \u0432\u0430\u0441 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d git. \u0427\u0442\u043e\u0431\u044b \u0441\u043a\u0430\u0447\u0430\u0442\u044c \u0438 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c git, \u043f\u0440\u043e\u0441\u0442\u043e \u043e\u0442\u043a\u0440\u043e\u0439\u0442\u0435 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b \u0438 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u0435:<\/p>\n<pre><code class=\"\" data-line=\"\">$ sudo apt-get install git\n<\/code><\/pre>\n<h2 style=\"text-align: justify\">\u0428\u0430\u0433 1: \u0423\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0435 torch7<\/h2>\n<blockquote><p><i><b>Torch \u2014 \u044d\u0442\u043e \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a \u0434\u043b\u044f \u043d\u0430\u0443\u0447\u043d\u044b\u0445 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u0439 \u0441 \u0448\u0438\u0440\u043e\u043a\u043e\u0439 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u043e\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u043e\u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f. Torch \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0433\u043b\u0430\u0432\u043d\u044b\u043c \u043f\u0430\u043a\u0435\u0442\u043e\u043c Torch7, \u0433\u0434\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u044b \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0434\u0430\u043d\u043d\u044b\u0445 \u0434\u043b\u044f \u043c\u043d\u043e\u0433\u043e\u043c\u0435\u0440\u043d\u044b\u0445 \u0442\u0435\u043d\u0437\u043e\u0440\u043e\u0432 \u0438 \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u0434\u043b\u044f \u043d\u0438\u0445. \u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e, \u043e\u043d \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u043c\u043d\u043e\u0433\u043e \u0443\u0442\u0438\u043b\u0438\u0442 \u0434\u043b\u044f \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a \u0444\u0430\u0439\u043b\u0430\u043c, \u0441\u0435\u0440\u0438\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u0432 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0445 \u0442\u0438\u043f\u043e\u0432 \u0438 \u0434\u0440\u0443\u0433\u0438\u0435 \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0435 \u0443\u0442\u0438\u043b\u0438\u0442\u044b.<\/b><\/i><\/p><\/blockquote>\n<p style=\"text-align: justify\">\u0417\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u0435 \u044d\u0442\u0438 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435 (\u0432\u0430\u043c \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u0442\u044c\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u043d\u0438\u0445\u00a0<b>sudo<\/b>):<\/p>\n<pre><code class=\"\" data-line=\"\">$ &lt;span class=&quot;hljs-built_in&quot;&gt;cd&lt;\/span&gt; ~\/\n$ curl -s https:\/\/raw.githubusercontent.com\/torch\/ezinstall\/master\/install-deps | bash\n$ git &lt;span class=&quot;hljs-built_in&quot;&gt;clone&lt;\/span&gt; https:\/\/github.com\/torch\/distro.git ~\/torch --recursive\n$ &lt;span class=&quot;hljs-built_in&quot;&gt;cd&lt;\/span&gt; ~\/torch; .\/install.sh\n<\/code><\/pre>\n<p style=\"text-align: justify\">\u0422\u0435\u043f\u0435\u0440\u044c \u043d\u0430\u043c \u043d\u0430\u0434\u043e \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c \u043d\u0430\u0448\u0438 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u044f, \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u0435:<\/p>\n<pre><code class=\"\" data-line=\"\">$ &lt;span class=&quot;hljs-built_in&quot;&gt;source&lt;\/span&gt; ~\/.bashrc\n<\/code><\/pre>\n<h2 style=\"text-align: justify\">\u0428\u0430\u0433 2: \u0423\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0435 loadcaffe<\/h2>\n<p style=\"text-align: justify\">\u0412\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u0435 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435:<\/p>\n<pre><code class=\"\" data-line=\"\">$ sudo apt-get install libprotobuf-dev protobuf-compiler\n$ luarocks install loadcaffe\n<\/code><\/pre>\n<p style=\"text-align: justify\">\u041b\u0438\u0431\u043e, \u0435\u0441\u043b\u0438 \u0443 \u0432\u0430\u0441 \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u044e\u0442 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b, \u043f\u043e\u043f\u0440\u043e\u0431\u0443\u0439\u0442\u0435 \u0442\u0430\u043a:<\/p>\n<pre><code class=\"\" data-line=\"\">$ git &lt;span class=&quot;hljs-built_in&quot;&gt;clone&lt;\/span&gt; git@github.com:szagoruyko\/loadcaffe.git\n$ ~\/torch\/install\/bin\/luarocks install loadcaffe\/loadcaffe-1.0\u20130.rockspec\n<\/code><\/pre>\n<h2 style=\"text-align: justify\">\u0428\u0430\u0433 3: \u0423\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0435 neural-style<\/h2>\n<blockquote><p><i><b>\u042d\u0442\u043e torch-\u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438\u00a0<a href=\"http:\/\/arxiv.org\/abs\/1508.06576\">\u041d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0439 \u0410\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u0425\u0443\u0434\u043e\u0436\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0421\u0442\u0438\u043b\u044f<\/a>\u00a0\u041b\u0435\u043e\u043d\u0430 \u0410. \u0413\u0430\u0442\u0438\u0441\u0430, \u0410\u043b\u0435\u043a\u0441\u0430\u043d\u0434\u0440\u0430 \u0421. \u042d\u043a\u043a\u0435\u0440\u0430 \u0438 \u041c\u0430\u0442\u0442\u0438\u0430\u0441\u0430 \u0411\u0435\u0442\u0433\u0435. \u0421\u043f\u0435\u0446\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u0434\u043b\u044f \u043a\u043e\u043c\u0431\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043a\u043e\u043d\u0442\u0435\u043d\u0442\u0430 \u043e\u0434\u043d\u043e\u0433\u043e \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u0441\u043e \u0441\u0442\u0438\u043b\u0435\u043c \u0434\u0440\u0443\u0433\u043e\u0433\u043e \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u0441\u0432\u0435\u0440\u0442\u043e\u0447\u043d\u044b\u0435 \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0435 \u0441\u0435\u0442\u0438.<\/b><\/i><\/p><\/blockquote>\n<p style=\"text-align: justify\">\u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u043a\u043b\u043e\u043d\u0438\u0440\u0443\u0439\u0442\u0435 neural-style \u0441 GitHub:<\/p>\n<pre><code class=\"\" data-line=\"\">$ &lt;span class=&quot;hljs-built_in&quot;&gt;cd&lt;\/span&gt; ~\/\n$ git &lt;span class=&quot;hljs-built_in&quot;&gt;clone&lt;\/span&gt; https:\/\/github.com\/jcjohnson\/neural-style.git\n<\/code><\/pre>\n<p style=\"text-align: justify\">\u0414\u0430\u043b\u0435\u0435, \u0441\u043a\u0430\u0447\u0430\u0439\u0442\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u043e\u0439 \u0441\u0435\u0442\u0438:<\/p>\n<pre><code class=\"\" data-line=\"\">$ &lt;span class=&quot;hljs-built_in&quot;&gt;cd&lt;\/span&gt; neural-style\n$ sh models\/download_models.sh\n<\/code><\/pre>\n<h2 style=\"text-align: justify\">\u0428\u0430\u0433 4: \u0417\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u043c<\/h2>\n<p style=\"text-align: justify\">\u0422\u0435\u043f\u0435\u0440\u044c \u0443\u0431\u0435\u0434\u0438\u0442\u0435\u0441\u044c, \u0447\u0442\u043e \u0443 \u0432\u0430\u0441 \u0435\u0441\u0442\u044c \u0445\u043e\u0442\u044f \u0431\u044b 6 GB \u043e\u043f\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043f\u0430\u043c\u044f\u0442\u0438 (\u0435\u0441\u043b\u0438 \u0432\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0435 \u0432\u0438\u0440\u0442\u0443\u0430\u043b\u044c\u043d\u0443\u044e \u043c\u0430\u0448\u0438\u043d\u0443, \u0443\u0431\u0435\u0434\u0438\u0442\u0435\u0441\u044c, \u0447\u0442\u043e \u0432\u044b\u0434\u0435\u043b\u0438\u043b\u0438 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u043f\u0430\u043c\u044f\u0442\u0438 \u0434\u043b\u044f \u043d\u0435\u0435). \u0417\u0430\u0442\u0435\u043c \u043f\u0440\u043e\u0432\u0435\u0440\u044c\u0442\u0435, \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u043b\u0438 \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0439 \u0441\u0442\u0438\u043b\u044c \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u044d\u0442\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u044b:<\/p>\n<pre><code class=\"\" data-line=\"\">$ th neural_style.lua -gpu -1 -print_iter 1\n<\/code><\/pre>\n<p style=\"text-align: justify\">\u0417\u0430\u043c\u0435\u0442\u044c\u0442\u0435, \u0447\u0442\u043e \u0432\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0435 \u044d\u0442\u043e \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 CPU, \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 GPU \u0432\u044b\u0445\u043e\u0434\u0438\u0442 \u0437\u0430 \u0440\u0430\u043c\u043a\u0438 \u0434\u0430\u043d\u043d\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0438.<\/p>\n<p>\u0427\u0442\u043e\u0431\u044b \u0443\u0432\u0438\u0434\u0435\u0442\u044c \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u0438 \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0439 \u0441\u0442\u0438\u043b\u044c, \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u0435:<\/p>\n<pre><code class=\"\" data-line=\"\">$ th neural_style.lua ?\n<\/code><\/pre>\n<p style=\"text-align: justify\">\u0422\u0435\u043f\u0435\u0440\u044c \u0434\u0430\u0432\u0430\u0439\u0442\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u043c \u0442\u0435\u0441\u0442\u043e\u0432\u0443\u044e \u043a\u043e\u043c\u0430\u043d\u0434\u0443, \u0447\u0442\u043e\u0431\u044b \u0443\u0431\u0435\u0434\u0438\u0442\u044c\u0441\u044f, \u0447\u0442\u043e \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0435 \u0441\u0442\u0438\u043b\u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442. \u0414\u043b\u044f \u043d\u0430\u0447\u0430\u043b\u0430 \u0443\u0431\u0435\u0434\u0438\u0442\u0435\u0441\u044c, \u0447\u0442\u043e \u0432\u044b \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0435\u0441\u044c \u0432 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0438 \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439, \u0435\u0441\u043b\u0438 \u0432\u044b \u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043b\u0438 \u0432\u0441\u0435\u043c \u0438\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0438\u044f\u043c \u0432\u044b\u0448\u0435, \u0432\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u0431\u044b\u0442\u044c \u0432 ~\/neural-network, \u0442\u0435\u043f\u0435\u0440\u044c \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u0435:<\/p>\n<pre><code class=\"\" data-line=\"\">th neural_style.lua -style_image examples\/inputs\/starry_night.jpg -content_image examples\/inputs\/golden_gate.jpg -gpu -1 -image_size 256\n<\/code><\/pre>\n<p style=\"text-align: justify\">\u0417\u0430\u043c\u0435\u0442\u044c\u0442\u0435, \u044f \u0432\u0432\u0435\u043b \u043c\u0435\u043d\u044c\u0448\u0438\u0439 \u0440\u0430\u0437\u043c\u0435\u0440 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f, \u0447\u0442\u043e\u0431\u044b \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0437\u0430\u043a\u043e\u043d\u0447\u0438\u043b\u0430\u0441\u044c \u0431\u044b\u0441\u0442\u0440\u0435\u0435. \u041a\u043e\u0433\u0434\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u0437\u0430\u0432\u0435\u0440\u0448\u0438\u0442\u0441\u044f, \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0439 \u0444\u0430\u0439\u043b, \u0441\u043e \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u043c \u0438\u043c\u0435\u043d\u0435\u043c out.png, \u0431\u0443\u0434\u0435\u0442 \u0440\u0430\u0441\u043f\u043e\u043b\u043e\u0436\u0435\u043d \u0432 \u0442\u043e\u0439 \u0436\u0435 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0438.<\/p>\n<h2 style=\"text-align: justify\">\u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442<\/h2>\n<p style=\"text-align: justify\"><img data-recalc-dims=\"1\" decoding=\"async\" style=\"margin-left: auto;margin-right: auto\" data-src=\"https:\/\/i0.wp.com\/habrastorage.org\/files\/b18\/926\/45a\/b1892645a3bb4032b31d27dd5310f1ae.jpg?w=1290&#038;ssl=1\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" style=\"margin-left: auto;margin-right: auto\" data-src=\"https:\/\/i0.wp.com\/habrastorage.org\/files\/734\/c0c\/ad1\/734c0cad17f84ab1a3a61f4bfb27d43e.jpg?w=1290&#038;ssl=1\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" style=\"margin-left: auto;margin-right: auto\" data-src=\"https:\/\/i0.wp.com\/habrastorage.org\/files\/737\/ee4\/2d7\/737ee42d7a634009b786b715babcbe26.jpg?w=1290&#038;ssl=1\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u041d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0435 \u0441\u0435\u0442\u0438 \u043c\u043e\u0433\u0443\u0442 \u0434\u0435\u043b\u0430\u0442\u044c \u043c\u043d\u043e\u0433\u043e \u0440\u0430\u0437\u043d\u044b\u0445 \u0432\u0435\u0449\u0435\u0439. \u041e\u043d\u0438 \u043c\u043e\u0433\u0443\u0442 \u043f\u043e\u043d\u0438\u043c\u0430\u0442\u044c \u043d\u0430\u0448\u0438 \u0433\u043e\u043b\u043e\u0441\u0430, \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u0442\u044c \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u0438 \u043f\u0435\u0440\u0435\u0432\u043e\u0434\u0438\u0442\u044c \u0440\u0435\u0447\u044c, \u043d\u043e \u0437\u043d\u0430\u0435\u0442\u0435 \u043b\u0438 \u0432\u044b, \u0447\u0442\u043e \u0435\u0449\u0435 \u043e\u043d\u0438 \u0443\u043c\u0435\u044e\u0442 \u0440\u0438\u0441\u043e\u0432\u0430\u0442\u044c? \u0418\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435 \u0441\u0432\u0435\u0440\u0445\u0443 \u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u0443\u0435\u0442 \u043d\u0435\u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0441\u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u043e\u0433\u043e \u0440\u0438\u0441\u043e\u0432\u0430\u043d\u0438\u044f.<\/p>\n","protected":false},"author":1501,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[211,3],"tags":[],"class_list":["post-12729","post","type-post","status-publish","format-standard","hentry","category-terminal","category-review"],"blocksy_meta":[],"translation":{"provider":"WPGlobus","version":"3.0.2","language":"uk","enabled_languages":["ru","uk"],"languages":{"ru":{"title":true,"content":true,"excerpt":false},"uk":{"title":false,"content":false,"excerpt":false}}},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u0421\u043e\u0437\u0434\u0430\u0439\u0442\u0435 \u0441\u0432\u043e\u0438 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u201c\u041d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0435 \u041a\u0430\u0440\u0442\u0438\u043d\u044b\u201d \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0413\u043b\u0443\u0431\u043e\u043a\u043e\u0433\u043e \u041e\u0431\u0443\u0447\u0435\u043d\u0438\u044f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/linuxthebest.net\/sozdajte-svoi-sobstvennye-nejronnye-kartiny-s-pomoshchyu-glubokogo-obucheniya\/\" \/>\n<meta property=\"og:locale\" content=\"uk_UA\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0421\u043e\u0437\u0434\u0430\u0439\u0442\u0435 \u0441\u0432\u043e\u0438 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u201c\u041d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0435 \u041a\u0430\u0440\u0442\u0438\u043d\u044b\u201d \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0413\u043b\u0443\u0431\u043e\u043a\u043e\u0433\u043e \u041e\u0431\u0443\u0447\u0435\u043d\u0438\u044f\" \/>\n<meta property=\"og:url\" content=\"https:\/\/linuxthebest.net\/sozdajte-svoi-sobstvennye-nejronnye-kartiny-s-pomoshchyu-glubokogo-obucheniya\/\" \/>\n<meta property=\"og:site_name\" content=\"LinuxTheBest\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/UserAndLINUX\" \/>\n<meta property=\"article:published_time\" content=\"2019-08-27T17:43:08+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2020-08-27T19:08:31+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/habrastorage.org\/files\/734\/c0c\/ad1\/734c0cad17f84ab1a3a61f4bfb27d43e.jpg\" \/>\n<meta name=\"author\" content=\"ViGo\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@UserAndLINUX\" \/>\n<meta name=\"twitter:site\" content=\"@UserAndLINUX\" \/>\n<meta name=\"twitter:label1\" content=\"\u041d\u0430\u043f\u0438\u0441\u0430\u043d\u043e\" \/>\n\t<meta name=\"twitter:data1\" content=\"ViGo\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u041f\u0440\u0438\u0431\u043b. \u0447\u0430\u0441 \u0447\u0438\u0442\u0430\u043d\u043d\u044f\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u0445\u0432\u0438\u043b\u0438\u043d\u0430\" \/>\n<script type=\"application\/ld+json\" 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