{"id":473161,"date":"2025-09-02T15:40:45","date_gmt":"2025-09-02T15:40:45","guid":{"rendered":"http:\/\/savepearlharbor.com\/?p=473161"},"modified":"-0001-11-30T00:00:00","modified_gmt":"-0001-11-29T21:00:00","slug":"","status":"publish","type":"post","link":"https:\/\/savepearlharbor.com\/?p=473161","title":{"rendered":"<span>\u041e\u0431\u0443\u0447\u0430\u0435\u043c GigaAM-Emo \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u0442\u044c \u0435\u0449\u0451 \u0431\u043e\u043b\u044c\u0448\u0435 \u044d\u043c\u043e\u0446\u0438\u0439<\/span>"},"content":{"rendered":"<div><!--[--><!--]--><\/div>\n<div id=\"post-content-body\">\n<div>\n<div class=\"article-formatted-body article-formatted-body article-formatted-body_version-2\">\n<div xmlns=\"http:\/\/www.w3.org\/1999\/xhtml\">\n<p>\u041c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u044d\u043c\u043e\u0446\u0438\u0439 \u0432 \u0440\u0435\u0447\u0438 <code>GigaAM-Emo<\/code> \u0443\u043c\u0435\u0435\u0442 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u0442\u044c 4 \u044d\u043c\u043e\u0446\u0438\u0438: <code>angry<\/code>,\u00a0<code>sad<\/code>,\u00a0<code>neutral<\/code>,\u00a0<code>positive<\/code>. \u0414\u043b\u044f \u043d\u0435\u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u044b\u0432\u0430\u0435\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u0442\u044c 4 \u043a\u043b\u0430\u0441\u0441\u0430 \u0438 \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u044f \u044d\u0442\u043e\u0433\u043e \u0441\u043f\u0438\u0441\u043a\u0430. \u0412 \u0434\u0430\u043d\u043d\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u043c\u044b \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c:<\/p>\n<ul>\n<li>\n<p>\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043d\u043d\u044b\u0445, \u043f\u0440\u0435\u0434\u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044b\u0445 \u0434\u043b\u044f \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u044d\u043c\u043e\u0446\u0438\u0439;<\/p>\n<\/li>\n<li>\n<p>\u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u043e\u0433\u043e \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u0430\u00a0\u0434\u043b\u044f \u0434\u043e\u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f <code>GigaAM<\/code> \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u00a0<code>hydra<\/code>\u00a0\u0438\u00a0<code>Pytorch Lightning<\/code>;<\/p>\n<\/li>\n<li>\n<p>\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u043c\u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430\u043c\u0438 \u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u044f\u043c\u0438 \u043f\u043e\u0442\u0435\u0440\u044c.<\/p>\n<\/li>\n<\/ul>\n<p>\u0414\u0435\u043c\u043e \u043c\u043e\u0436\u043d\u043e \u043f\u043e\u043f\u0440\u043e\u0431\u043e\u0432\u0430\u0442\u044c <a href=\"https:\/\/huggingface.co\/spaces\/simba9\/speech_emotion_recognition\" rel=\"noopener noreferrer nofollow\">\u0442\u0443\u0442<\/a><\/p>\n<h3>\u0414\u0430\u043d\u043d\u044b\u0435<\/h3>\n<p>\u041e\u0442\u043a\u0440\u044b\u0442\u044b\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 \u0434\u043b\u044f \u0437\u0430\u0434\u0430\u0447\u0438 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u044d\u043c\u043e\u0446\u0438\u0439 \u0432 \u0440\u0443\u0441\u0441\u043a\u043e\u0439 \u0440\u0435\u0447\u0438 \u043d\u0435 \u0442\u0430\u043a \u043c\u043d\u043e\u0433\u043e: <code>dusha<\/code> \u0438 \u0442\u0440\u0438 \u043d\u0435\u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 &#8212; <code>resd<\/code>, <code>repv<\/code>, <code>repv-s<\/code>, \u0441\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0445 \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u0430 <a href=\"https:\/\/github.com\/aniemore\/Aniemore\" rel=\"noopener noreferrer nofollow\">Aniemore<\/a>.  \u041d\u0430 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0431\u043e\u043b\u044c\u0448\u0435. \u0412\u043e\u0437\u044c\u043c\u0451\u043c \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0430\u043c\u044b\u0435 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0435: <code>esd<\/code>, <code>expresso<\/code>, <code>msp podcast<\/code>. \u0422\u0430\u043a \u0436\u0435 \u0431\u0443\u0434\u0435\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043d\u0435\u0431\u043e\u043b\u044c\u0448\u043e\u0439 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u043a\u043e\u0440\u043f\u0443\u0441 \u0434\u0430\u043d\u043d\u044b\u0445 <code>dialogs<\/code>. \u041d\u0438\u0436\u0435 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u044b \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u0435\u0435.<\/p>\n<ul>\n<li>\n<p><code>RESD_Annotated<\/code>, <code>REPV<\/code>, <code>REPV-S<\/code>. <code>RESD_Annotated<\/code> &#8212; 7 \u044d\u043c\u043e\u0446\u0438\u0439 (<code>angry<\/code>, <code>sad<\/code>, <code>neutral<\/code>, <code>happy<\/code>, <code>fearful<\/code>, <code>disgusted<\/code>, <code>enthusiasm<\/code>), 4 \u0447\u0430\u0441\u0430 \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0434\u0438\u0430\u043b\u043e\u0433\u043e\u0432, \u0447\u0438\u0441\u043b\u043e \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0435\u0439 1396<\/p>\n<\/li>\n<\/ul>\n<details class=\"spoiler\">\n<summary> \u0414\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u044d\u043c\u043e\u0446\u0438\u0439 \u0434\u043b\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 RESD <\/summary>\n<div class=\"spoiler__content\">\n<figure class=\"\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/webt\/nf\/h1\/jt\/nfh1jt3dkthuunhbew7n4yoimha.png\" sizes=\"(max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/webt\/nf\/h1\/jt\/nfh1jt3dkthuunhbew7n4yoimha.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/webt\/nf\/h1\/jt\/nfh1jt3dkthuunhbew7n4yoimha.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<\/div>\n<\/details>\n<ul>\n<li>\n<p><code>REPV<\/code> &#8212; 5 \u044d\u043c\u043e\u0446\u0438\u0439 (<code>angry<\/code>, <code>sad<\/code>, <code>happy<\/code>, <code>enthusiasm<\/code>, <code>tired<\/code>), \u0433\u043e\u043b\u043e\u0441\u043e\u0432\u044b\u0435 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u044f, 200 \u0430\u043a\u0442\u0435\u0440\u043e\u0432, 2 \u043d\u0435\u0439\u0442\u0440\u0430\u043b\u044c\u043d\u044b\u0435 \u0444\u0440\u0430\u0437\u044b, 2035 \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0435\u0439<\/p>\n<\/li>\n<\/ul>\n<details class=\"spoiler\">\n<summary> \u0414\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u044d\u043c\u043e\u0446\u0438\u0439 \u0434\u043b\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 REPV <\/summary>\n<div class=\"spoiler__content\">\n<figure class=\"\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/webt\/pa\/5-\/fp\/pa5-fpkshotg1-bubs0zqvxot_i.png\" sizes=\"(max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/webt\/pa\/5-\/fp\/pa5-fpkshotg1-bubs0zqvxot_i.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/webt\/pa\/5-\/fp\/pa5-fpkshotg1-bubs0zqvxot_i.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<\/div>\n<\/details>\n<ul>\n<li>\n<p><code>REPV-S<\/code> &#8212; 5 \u044d\u043c\u043e\u0446\u0438\u0439 (<code>angry<\/code>, <code>sad<\/code>, <code>happy<\/code>, <code>enthusiasm<\/code>, <code>tired<\/code>), \u0433\u043e\u043b\u043e\u0441\u043e\u0432\u044b\u0435 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u044f, &#171;\u041f\u0440\u0438\u0432\u0435\u0442, \u043a\u0430\u043a \u0434\u0435\u043b\u0430?&#187; \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u044d\u043c\u043e\u0446\u0438\u044f\u043c\u0438, 140 \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0435\u0439.<\/p>\n<\/li>\n<\/ul>\n<details class=\"spoiler\">\n<summary> \u0414\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u044d\u043c\u043e\u0446\u0438\u0439 \u0434\u043b\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 REPV-S  <\/summary>\n<div class=\"spoiler__content\">\n<figure class=\"\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/webt\/qv\/br\/3d\/qvbr3dxy0p-tsi2hpml2ag83qhy.png\" sizes=\"(max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/webt\/qv\/br\/3d\/qvbr3dxy0p-tsi2hpml2ag83qhy.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/webt\/qv\/br\/3d\/qvbr3dxy0p-tsi2hpml2ag83qhy.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<\/div>\n<\/details>\n<details class=\"spoiler\">\n<summary> \u0417\u0434\u0435\u0441\u044c \u0430\u0432\u0442\u043e\u0440 \u0441\u0442\u0430\u0442\u044c\u0438 \u043d\u0435\u043c\u043d\u043e\u0433\u043e \u043d\u0435\u0433\u043e\u0434\u0443\u0435\u0442 \u043e\u0442 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 Aniemore <\/summary>\n<div class=\"spoiler__content\">\n<p>\u0427\u0442\u043e \u043d\u0435 \u043f\u043e\u043d\u0440\u0430\u0432\u0438\u043b\u043e\u0441\u044c:<\/p>\n<ol>\n<li>\n<p>\u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u043e\u0434\u043d\u043e\u043e\u0431\u0440\u0430\u0437\u043d\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0432 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u043f\u0430\u0440\u043a\u0435\u0442\u0430\u0445 (\u043d\u0435 \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0438\u043c\u0435\u0435\u0442\u0441\u044f \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u0430\u044f \u0430\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f, <u>\u043f\u043e\u043b\u0430<\/u>, \u0433\u0434\u0435-\u0442\u043e \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u043a\u0430\u043a\u0438\u0435-\u0442\u043e \u043a\u043b\u044e\u0447\u0438).<\/p>\n<\/li>\n<li>\n<p>\u0414\u0430\u043d\u043d\u044b\u0435 \u0438\u043c\u0435\u044e\u0442 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u0443\u044e \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u0434\u0438\u0441\u043a\u0440\u0435\u0442\u0438\u0437\u0430\u0446\u0438\u0438, \u0434\u0430\u0436\u0435 \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0430\u0440\u043a\u0435\u0442\u0430. \u0412 \u043d\u0435\u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043c\u0435\u0441\u0442\u0430\u0445 \u0447\u0430\u0441\u0442\u043e\u0442\u0430 \u0434\u0438\u0441\u043a\u0440\u0435\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0432\u043e\u0432\u0441\u0435 \u043d\u0435 \u0443\u043a\u0430\u0437\u0430\u043d\u0430.<\/p>\n<\/li>\n<li>\n<p>\u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u0441\u043f\u0438\u043a\u0435\u0440\u0430.<\/p>\n<\/li>\n<li>\n<p>\u0420\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0435 \u043a\u043b\u0430\u0441\u0441\u044b \u044d\u043c\u043e\u0446\u0438\u0439 (\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e, \u0441 \u0434\u0440\u0443\u0433\u043e\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b, \u044d\u0442\u043e \u0438 \u043d\u0435\u043f\u043b\u043e\u0445\u043e).<\/p>\n<\/li>\n<\/ol>\n<p>\u041f\u0440\u0438\u043c\u0435\u0440\u044b: <\/p>\n<details class=\"spoiler\">\n<summary> Aniemore\/resd_annotated <\/summary>\n<div class=\"spoiler__content\">\n<pre><code>train: Dataset({     features: ['name', 'path', 'speech', 'text', 'emotion'],     num_rows: 1116 }) {'name': '32_happiness_enthusiasm_h_120',  'path': 'happiness_enthusiasm_32\/32_happiness_enthusiasm_h_120.wav',  'speech': {'path': '32_happiness_enthusiasm_h_120.wav',   'array': array([-0.00018311, -0.00061035, -0.00076294, ...,  0.00085449,           0.00048828,  0.00030518]),   'sampling_rate': 16000},  'text': '\u041a\u043e\u043d\u0435\u0447\u043d\u043e, \u0440\u0430\u0441\u0441\u043a\u0430\u0436\u0443, \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e. \u041e\u0439, \u0441\u0435\u0439\u0447\u0430\u0441 \u0440\u0430\u0441\u0441\u043a\u0430\u0436\u0443.',  'emotion': 'happiness'} <\/code><\/pre>\n<\/div>\n<\/details>\n<details class=\"spoiler\">\n<summary>Aniemore\/REPV-S<\/summary>\n<div class=\"spoiler__content\">\n<pre><code>train: Dataset({     features: ['path', 'file', 'gender', 'emotion', 'speech'],     num_rows: 112 }) {'path': '\/content\/drive\/MyDrive\/SocialCode\/emotions\/enthusiasm\/m\/\u041c14.mp3',  'file': '\u041c14.mp3',  'gender': 'm',  'emotion': 'enthusiasm',  'speech': [5.221595984039595e-06,   8.369257557205856e-06, ... ]} <\/code><\/pre>\n<\/div>\n<\/details>\n<details class=\"spoiler\">\n<summary>Aniemore\/REPV<\/summary>\n<div class=\"spoiler__content\">\n<pre><code>train: Dataset({     features: ['path', 'file', 'gender', 'emotion', 'speech'],     num_rows: 1628 }) {'path': '\/content\/drive\/MyDrive\/SocialCode\/emotions2000\/sadness\/f\/\u0436\u0435\u043d.\u043b\u0435\u0441 (2)_01.mp3',  'file': '\u0436\u0435\u043d.\u043b\u0435\u0441 (2)_01.mp3',  'gender': 'f',  'emotion': 'sadness',  'speech': [-1.4211690313459258e-07,   1.2882625810561876e-07,   -1.2283784656119678e-07,   1.1345710504429007e-07, ...]} <\/code><\/pre>\n<\/div>\n<\/details>\n<p>\u0425\u043e\u0442\u0435\u043b\u043e\u0441\u044c, \u0447\u0442\u043e\u0431\u044b \u0432\u0441\u0435 \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0438 \u0431\u044b\u043b\u0438 \u043e\u0434\u043d\u043e\u0439 \u0447\u0430\u0441\u0442\u043e\u0442\u044b \u0434\u0438\u0441\u043a\u0440\u0435\u0442\u0438\u0437\u0430\u0446\u0438\u0438 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440 44.1kHz), \u0438 \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u0431\u044b\u043b\u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435: <code>audio_path<\/code>, <code>speaker_id<\/code>, <code>text<\/code>, <code>gender<\/code>, <code>emotion<\/code>.<\/p>\n<\/div>\n<\/details>\n<ul>\n<li>\n<p><a href=\"https:\/\/github.com\/salute-developers\/golos\/tree\/master\/dusha\" rel=\"noopener noreferrer nofollow\">dusha<\/a> &#8212; \u043d\u0430 \u0440\u0443\u0441\u0441\u043a\u043e\u043c \u044f\u0437\u044b\u043a\u0435, \u0430\u0432\u0442\u043e\u0440\u044b \u0432\u044b\u0434\u0435\u043b\u044f\u044e\u0442 4 \u044d\u043c\u043e\u0446\u0438\u0438 (<code>positive<\/code>, <code>angry<\/code>, <code>sad<\/code>, <code>neutral<\/code>), 2061 \u0441\u043f\u0438\u043a\u0435\u0440\u043e\u0432, 160566 \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0435\u0439.<\/p>\n<\/li>\n<\/ul>\n<details class=\"spoiler\">\n<summary> \u0414\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u044d\u043c\u043e\u0446\u0438\u0439 \u0434\u043b\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 dusha <\/summary>\n<div class=\"spoiler__content\">\n<figure class=\"\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/webt\/qu\/-_\/2j\/qu-_2jlyq5zowheany5vpkuwmec.png\" sizes=\"(max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/webt\/qu\/-_\/2j\/qu-_2jlyq5zowheany5vpkuwmec.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/webt\/qu\/-_\/2j\/qu-_2jlyq5zowheany5vpkuwmec.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<\/div>\n<\/details>\n<ul>\n<li>\n<p><a href=\"https:\/\/paperswithcode.com\/dataset\/msp-podcast\" rel=\"noopener noreferrer nofollow\">msp podcast<\/a> &#8212; \u043d\u0430 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u043c \u044f\u0437\u044b\u043a\u0435, \u0430\u0432\u0442\u043e\u0440\u044b \u0432\u044b\u0434\u0435\u043b\u044f\u044e\u0442 10 \u044d\u043c\u043e\u0446\u0438\u0439(<code>angry<\/code>, <code>sad<\/code>, <code>neutral<\/code>, <code>happy<\/code>, <code>contempt<\/code>, <code>surprised<\/code>, <code>disgusted<\/code>, <code>fearful<\/code>, <code>other<\/code>, <code>no agreement<\/code>), 1859 \u0441\u043f\u0438\u043a\u0435\u0440\u043e\u0432, 88175 \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0435\u0439.<\/p>\n<\/li>\n<\/ul>\n<details class=\"spoiler\">\n<summary> \u0414\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u044d\u043c\u043e\u0446\u0438\u0439 \u0434\u043b\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 msp podcast <\/summary>\n<div class=\"spoiler__content\">\n<figure class=\"\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/webt\/fg\/kp\/qh\/fgkpqh2siawjoiwm20nipayu3n8.png\" sizes=\"(max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/webt\/fg\/kp\/qh\/fgkpqh2siawjoiwm20nipayu3n8.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/webt\/fg\/kp\/qh\/fgkpqh2siawjoiwm20nipayu3n8.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<\/div>\n<\/details>\n<ul>\n<li>\n<p><a href=\"https:\/\/arxiv.org\/pdf\/2308.05725\" rel=\"noopener noreferrer nofollow\">expresso<\/a> &#8212; \u043d\u0430 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u043c \u044f\u0437\u044b\u043a\u0435, \u0430\u0432\u0442\u043e\u0440\u044b \u0432\u044b\u0434\u0435\u043b\u044f\u044e\u0442 10 \u043c\u043e\u0434\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0435\u0439 \u043f\u0440\u043e\u0438\u0437\u043d\u043e\u0448\u0435\u043d\u0438\u044f (<code>confused<\/code>, <code>neutral<\/code>, <code>emphasis<\/code>, <code>essentials<\/code>, <code>longform<\/code>, <code>enunciated<\/code>, <code>happy<\/code>, <code>laughing<\/code>, <code>sad<\/code>,  <code>singing<\/code>, <code>whisper<\/code>), 4 \u0441\u043f\u0438\u043a\u0435\u0440\u0430, 11615 &#8212; \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0435\u0439.<\/p>\n<\/li>\n<\/ul>\n<details class=\"spoiler\">\n<summary> \u0414\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u044d\u043c\u043e\u0446\u0438\u0439 \u0434\u043b\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 expresso <\/summary>\n<div class=\"spoiler__content\">\n<figure class=\"\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/webt\/bp\/gf\/s4\/bpgfs4s2jg59cm1onedhtjtbojm.png\" sizes=\"(max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/webt\/bp\/gf\/s4\/bpgfs4s2jg59cm1onedhtjtbojm.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/webt\/bp\/gf\/s4\/bpgfs4s2jg59cm1onedhtjtbojm.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<\/div>\n<\/details>\n<ul>\n<li>\n<p><a href=\"https:\/\/paperswithcode.com\/dataset\/esd\" rel=\"noopener noreferrer nofollow\">esd<\/a> &#8212; \u043d\u0430 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u043c \u044f\u0437\u044b\u043a\u0435, \u0430\u0432\u0442\u043e\u0440\u044b \u0432\u044b\u0434\u0435\u043b\u044f\u044e\u0442 5 \u044d\u043c\u043e\u0446\u0438\u0439 (<code>angry<\/code>, <code>sad<\/code>, <code>neutral<\/code>, <code>happy<\/code>, <code>surprised<\/code>), 10 \u0441\u043f\u0438\u043a\u0435\u0440\u043e\u0432 (5 \u043c\u0443\u0436\u0447\u0438\u043d, 5 \u0436\u0435\u043d\u0449\u0438\u043d), \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0435 \u0444\u0440\u0430\u0437\u044b \u0441 \u0440\u0430\u0437\u043d\u043e\u0439 \u044d\u043c\u043e\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0439 \u043e\u043a\u0440\u0430\u0441\u043a\u043e\u0439, 17500 &#8212; \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0435\u0439.<\/p>\n<\/li>\n<\/ul>\n<details class=\"spoiler\">\n<summary> \u0414\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u044d\u043c\u043e\u0446\u0438\u0439 \u0434\u043b\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 ESD <\/summary>\n<div class=\"spoiler__content\">\n<figure class=\"\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/webt\/yw\/nc\/n7\/ywncn7y2bhh8hn4pfmsuyboymwu.png\" sizes=\"(max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/webt\/yw\/nc\/n7\/ywncn7y2bhh8hn4pfmsuyboymwu.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/webt\/yw\/nc\/n7\/ywncn7y2bhh8hn4pfmsuyboymwu.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<\/div>\n<\/details>\n<ul>\n<li>\n<p><code>dialogs<\/code> &#8212; \u043d\u0435\u0431\u043e\u043b\u044c\u0448\u043e\u0439 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u043a\u043e\u0440\u043f\u0443\u0441 \u0434\u0430\u043d\u043d\u044b\u0445, \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u044b 7 \u044d\u043c\u043e\u0446\u0438\u0439 (<code>angry<\/code>, <code>sad<\/code>, <code>neutral<\/code>, <code>happy<\/code>, <code>surprised<\/code>, <code>disgusted<\/code>, <code>fearful<\/code>), \u0433\u0434\u0435 2 \u0441\u043f\u0438\u043a\u0435\u0440\u0430, ~2200 \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0435\u0439.<\/p>\n<\/li>\n<\/ul>\n<details class=\"spoiler\">\n<summary> \u0414\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u044d\u043c\u043e\u0446\u0438\u0439 \u0434\u043b\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 dialogs <\/summary>\n<div class=\"spoiler__content\">\n<figure class=\"\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/webt\/uq\/yf\/s2\/uqyfs2hupymry8urc8efgrcwba4.png\" sizes=\"(max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/webt\/uq\/yf\/s2\/uqyfs2hupymry8urc8efgrcwba4.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/webt\/uq\/yf\/s2\/uqyfs2hupymry8urc8efgrcwba4.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<\/div>\n<\/details>\n<p>\u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u043c\u0441\u044f \u0441 \u0446\u0435\u043b\u0435\u0432\u044b\u043c\u0438 \u043a\u043b\u0430\u0441\u0441\u0430\u043c\u0438. \u0412 \u0431\u043e\u043b\u044c\u0448\u0438\u043d\u0441\u0442\u0432\u0435 \u043a\u043e\u0440\u043f\u0443\u0441\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 \u0434\u043b\u044f \u0437\u0430\u0434\u0430\u0447 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u044d\u043c\u043e\u0446\u0438\u0439 \u0432 \u0440\u0435\u0447\u0438 \u0432\u044b\u0434\u0435\u043b\u044f\u044e\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u043a\u043b\u0430\u0441\u0441\u044b:\u00a0<code>angry<\/code>,\u00a0<code>sad<\/code>,\u00a0<code>neutral<\/code>,\u00a0<code>happy<\/code>,\u00a0<code>surprised<\/code>,\u00a0<code>fearful<\/code>,\u00a0<code>disgusted<\/code> &#8212; \u0438\u043c\u0435\u043d\u043d\u043e \u0438\u0445 \u0431\u0443\u0434\u0435\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0446\u0435\u043b\u0435\u0432\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432. \u0412\u0441\u0435 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u044d\u043c\u043e\u0446\u0438\u0438 \/ \u043c\u043e\u0434\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u0440\u0435\u0447\u0438 \u043e\u0442\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c \u0432 \u043a\u043b\u0430\u0441\u0441\u00a0<code>other<\/code>.<br \/> \u0412 \u0441\u0438\u043b\u0443 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0439 \u043f\u043e \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0443 \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0440\u0435\u0441\u0443\u0440\u0441\u043e\u0432, \u0432\u044b\u043a\u0438\u043d\u0435\u043c \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0438, \u0434\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0431\u043e\u043b\u0435\u0435 10 \u0441\u0435\u043a\u0443\u043d\u0434.<br \/> \u041f\u0440\u043e\u0439\u0434\u0451\u043c\u0441\u044f \u043f\u043e \u043a\u0430\u0436\u0434\u043e\u043c\u0443 \u043a\u043e\u0440\u043f\u0443\u0441\u0443 \u0434\u0430\u043d\u043d\u044b\u0445 \u0434\u0435\u0442\u0430\u043b\u044c\u043d\u043e:<\/p>\n<ul>\n<li>\n<p><code>dusha<\/code>\u00a0&#8212; \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0432\u043e\u0437\u044c\u043c\u0435\u043c \u043f\u043e 5000 \u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u043a\u0430\u0436\u0434\u043e\u0439 \u044d\u043c\u043e\u0446\u0438\u0438.  \u0414\u043b\u044f \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u0442\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u044b \u0430\u0432\u0442\u043e\u0440\u0430\u043c\u0438 \u0434\u043b\u044f \u043e\u0446\u0435\u043d\u043a\u0438 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u043c\u043e\u0434\u0435\u043b\u0438;<\/p>\n<\/li>\n<li>\n<p><code>resd<\/code>, <code>repv<\/code>, <code>repv-s<\/code>\u00a0&#8212; \u0431\u0435\u0440\u0451\u043c \u0432\u0441\u0435 \u0434\u0430\u043d\u043d\u044b\u0435, \u0440\u0430\u0437\u0431\u0438\u0432\u0430\u0435\u043c \u043d\u0430 <code>train\/test<\/code>, \u0432 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0438 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u043c \u0438\u043c\u0438 \u0440\u0430\u0437\u0431\u0438\u0435\u043d\u0438\u0435\u043c;<\/p>\n<\/li>\n<li>\n<p><code>expresso<\/code> &#8212; \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u0438\u043c \u043a\u043b\u0430\u0441\u0441\u044b <code>laughing<\/code> \u0438 <code>happy<\/code>, \u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043c \u043d\u0430 \u043e\u0431\u0443\u0447\u0430\u044e\u0449\u0443\u044e \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u043e\u043d\u043d\u0443\u044e \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c\u00a0\u00a0<code>df_train, df_test = train_test_split(df, test_size=0.1, stratify=df['emotion'], random_state=42)<\/code>;<\/p>\n<\/li>\n<li>\n<p><code>msp_podcast<\/code>\u00a0&#8212; \u043e\u0442\u0444\u0438\u043b\u044c\u0442\u0440\u0443\u0435\u043c \u0441\u0442\u0440\u043e\u043a\u0438, \u0433\u0434\u0435\u00a0<code>emoact<\/code> &lt;= 3.5\u00a0(<code>emoact<\/code>\u00a0&#8212; \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u044d\u043c\u043e\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0439 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438), \u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043c \u043d\u0430 \u043e\u0431\u0443\u0447\u0430\u044e\u0449\u0443\u044e \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u043e\u043d\u043d\u0443\u044e \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c\u00a0<code>df_train, df_test = train_test_split(df, test_size=0.1, stratify=df['emotion'], random_state=42)<\/code>, \u0438 \u0438\u0437 \u043e\u0431\u0443\u0447\u0430\u044e\u0449\u0435\u0439 \u043e\u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0435 \u0431\u043e\u043b\u0435\u0435 5000 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430;<\/p>\n<\/li>\n<li>\n<p><code>esd<\/code>\u00a0&#8212; \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0431\u0435\u0440\u0451\u043c 10% \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u043f\u0440\u043e\u043f\u043e\u0440\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e \u043a\u0430\u0436\u0434\u043e\u043c\u0443 \u0441\u043f\u0438\u043a\u0435\u0440\u0443 (\u043f\u043e \u044d\u043c\u043e\u0446\u0438\u044f\u043c \u0442\u0430\u043c \u0442\u043e\u0436\u0435 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0431\u0430\u043b\u0430\u043d\u0441). \u0412 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u043e\u043d\u043d\u0443\u044e \u0432\u044b\u0431\u043e\u0440\u043a\u0443 \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u0431\u0440\u0430\u0442\u044c \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u0431\u0443\u0434\u0435\u043c;<\/p>\n<\/li>\n<li>\n<p><code>dailogs<\/code>\u00a0&#8212; \u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043c \u043d\u0430 \u043e\u0431\u0443\u0447\u0430\u044e\u0449\u0443\u044e \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u043e\u043d\u043d\u0443\u044e \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c\u00a0<code>df_train, df_test = train_test_split(df, test_size=0.1, stratify=df['emotion'], random_state=42)<\/code>.<\/p>\n<\/li>\n<\/ul>\n<p>\u0412 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u0441\u044f \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0435 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0432 \u043e\u0431\u0443\u0447\u0430\u044e\u0449\u0435\u0439 \u0432\u044b\u0431\u043e\u0440\u043a\u0435: <\/p>\n<figure class=\"\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/webt\/ws\/x1\/x4\/wsx1x44cznd6d-ithm1o2pawx6g.png\" sizes=\"(max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/webt\/ws\/x1\/x4\/wsx1x44cznd6d-ithm1o2pawx6g.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/webt\/ws\/x1\/x4\/wsx1x44cznd6d-ithm1o2pawx6g.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<p>\u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0432 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u0432\u044b\u0431\u043e\u0440\u043a\u0435 <\/p>\n<figure class=\"\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/webt\/zr\/tl\/1n\/zrtl1n7fexv4ovn5kugru8ejhnc.png\" sizes=\"(max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/webt\/zr\/tl\/1n\/zrtl1n7fexv4ovn5kugru8ejhnc.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/webt\/zr\/tl\/1n\/zrtl1n7fexv4ovn5kugru8ejhnc.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<h3>Pipeline \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0435\u0439<\/h3>\n<p>\u0414\u043b\u044f \u0434\u043e\u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043d\u0443\u0436\u043d\u043e \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u0443\u0434\u043e\u0431\u043d\u044b\u0439 \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d \u0434\u043b\u044f \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432. \u041e\u043d \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0438: <code>Hydra<\/code> \u0438 <code>PyTorch Lightning<\/code>. <code>Hydra<\/code> \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0433\u0438\u0431\u043a\u043e \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u0444\u0430\u0439\u043b\u0430\u043c\u0438 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0439 \u0438 \u0438\u0437\u043c\u0435\u043d\u044f\u0442\u044c \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430, \u0430 <code>PyTorch Lightning<\/code> \u0434\u0430\u0435\u0442 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0443\u043f\u0440\u043e\u0441\u0442\u0438\u0442\u044c \u043a\u043e\u0434 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f. \u0414\u0430\u043b\u0435\u0435 \u0440\u0430\u0437\u0431\u0435\u0440\u0451\u043c \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u043f\u0440\u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432.<\/p>\n<h4>Hydra             \u0422\u044b \u0440\u0430\u043d\u0435\u0435 \u0443\u0436\u0435 \u0433\u043e\u0432\u043e\u0440\u0438\u043b \u043e \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430\u0445, \u043c\u0431 \u043d\u0430\u0434\u043e \u0442\u0430\u043c \u0441\u043e\u043a\u0440\u0430\u0442\u0438\u0442\u044c \u0434\u043e \u0438\u0445 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f, \u0430 \u0442\u0443\u0442 \u0443\u0436\u0435 \u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0441 \u0431\u043e\u043b\u0435\u0435 \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044b\u043c \u0442\u0435\u043a\u0441\u0442\u043e\u043c?<\/h4>\n<p><a href=\"https:\/\/hydra.cc\/docs\/intro\/\" rel=\"noopener noreferrer nofollow\">Hydra<\/a> &#8212; \u044d\u0442\u043e \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a \u043d\u0430 <code>Python<\/code>, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0443\u043f\u0440\u043e\u0449\u0430\u0435\u0442 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0445 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439. \u0411\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f \u0435\u043c\u0443, \u043c\u043e\u0436\u043d\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0445\u0440\u0430\u043d\u0438\u0442\u044c \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432 \u0432 \u0438\u0435\u0440\u0430\u0440\u0445\u0438\u0447\u0435\u0441\u043a\u0438\u0445 <code>YAML<\/code>-\u0444\u0430\u0439\u043b\u0430\u0445 \u0438 \u043f\u0435\u0440\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0442\u044c \u0438\u0445 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043c\u0430\u043d\u0434\u043d\u0443\u044e \u0441\u0442\u0440\u043e\u043a\u0443 \u0431\u0435\u0437 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 \u043a\u043e\u0434\u0430. <code>Hydra<\/code> \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0434\u043b\u044f \u0443\u0434\u043e\u0431\u043d\u043e\u0433\u043e \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u043e\u0432 \u043a\u043b\u0430\u0441\u0441\u0430 \u043f\u0440\u044f\u043c\u043e \u0438\u0437 \u0444\u0430\u0439\u043b\u0430 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e <code>hydra.utils.instantiate<\/code>, \u0430 \u0442\u0430\u043a \u0436\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c \u0441\u0435\u0440\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432.<\/p>\n<p>\u0420\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u0430 \u043a\u043b\u0430\u0441\u0441\u0430 \u043f\u043e \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u044e \u0438\u0437 \u0444\u0430\u0439\u043b\u0430 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438. \u041d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0432 \u0441\u043b\u0443\u0447\u0430\u0435 \u0441 \u043a\u043b\u0430\u0441\u0441\u043e\u043c <code>AttentiveStatsPooling<\/code> \u0441 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u0430\u043c\u0438 <code>input_dim<\/code> \u0438 <code>attention_hidden_dim<\/code><\/p>\n<pre><code>class AttentiveStatsPooling(nn.Module):   def __init__(self, input_dim=768, attention_hidden_dim=256):     super().__init__()     self.linear1 = nn.Linear(input_dim, attention_hidden_dim)     self.tanh = nn.Tanh()     self.linear2 = nn.Linear(attention_hidden_dim, 1)     self.bn = nn.BatchNorm1d(input_dim * 2)        ... <\/code><\/pre>\n<p>\u0421 \u043f\u043e\u043c\u043e\u0449\u044c\u044e YAML \u043c\u043e\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c \u0435\u0433\u043e \u0442\u0430\u043a:<\/p>\n<pre><code class=\"yaml\">attentive_pooling:   _target_: src.modules.AttentiveStatsPooling   input_dim: 768   attention_ hidden_dim: 256 <\/code><\/pre>\n<p>\u0418 \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u0430 \u043a\u043b\u0430\u0441\u0441\u0430 \u0432 \u043a\u043e\u0434\u0435 \u043d\u0443\u0436\u043d\u043e \u043d\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0443\u044e \u0441\u0442\u0440\u043e\u0447\u043a\u0443 <code>self.attentive_pooling = hydra.utils.instantiate(cfg.attentive_pooling)<\/code>, \u0433\u0434\u0435 \u0432 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 <code>cfg.attentive_pooling<\/code> \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0441\u044f \u0434\u0430\u043d\u043d\u044b\u0435 \u0438\u0437 \u0444\u0430\u0439\u043b\u0430 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438. \u041f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e <code>hydra<\/code> \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u043e\u0431\u044a\u0435\u043a\u0442\u044b \u0440\u0435\u043a\u0443\u0440\u0441\u0438\u0432\u043d\u043e. \u0415\u0441\u043b\u0438 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043e\u0431\u044a\u0435\u043a\u0442, \u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0438\u0437\u043c\u0435\u043d\u0438\u0442\u044c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u0443 \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442\u0430  <code>_recursive_=False<\/code>.<\/p>\n<p>\u0421 \u043f\u043e\u043c\u043e\u0449\u044c\u044e <code>hydra<\/code> \u043c\u043e\u0436\u043d\u043e \u0440\u0435\u0448\u0438\u0442\u044c \u0437\u0430\u0434\u0430\u0447\u0443 \u0443\u0434\u043e\u0431\u043d\u043e\u0433\u043e \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432. \u0420\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438<code>hydra<\/code> \u0434\u043b\u044f \u043d\u0430\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432 \u043f\u043e \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443 <code>{\u0438\u043c\u044f-\u043a\u043e\u043d\u0444\u0438\u0433\u0430}<em>{\u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u043f\u0435\u0440\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u044b\u0445 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u0432}<\/em>{\u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0432\u0440\u0435\u043c\u044f}<\/code>.<br \/> \u0415\u0441\u0442\u044c \u0444\u0430\u0439\u043b \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u043e\u0436\u043d\u043e \u043d\u0430\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b <code>hydra<\/code>. \u0414\u043b\u044f \u043d\u0430\u0433\u043b\u044f\u0434\u043d\u043e\u0441\u0442\u0438, \u044d\u0442\u043e &#8212; <code>emov1.yaml<\/code><\/p>\n<pre><code class=\"yaml\">defaults:    - _self_   - loss: ce   - data_params: resd   - model: baseline   - optimizer: adam   - scheduler: warmup_then_plateau  hydra:   run:     dir: .\/outputs\/${now:%Y-%m-%d}\/${hydra:job.config_name}_${config_names:${hydra:job.override_dirname}}_${now:%H-%M-%S}   job:     chdir: true ... <\/code><\/pre>\n<p>\u0412 \u044d\u0442\u043e\u043c \u0444\u0430\u0439\u043b\u0435 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0434\u043b\u044f \u043a\u043b\u044e\u0447\u0430 <code>hydra.run.dir<\/code> \u0443\u043a\u0430\u0437\u0430\u043d\u043e \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0435 <code>${hydra:job.config_name}_${config_names:${hydra:job.override_dirname}}_${now:%H-%M-%S}<\/code><br \/> \u0420\u0430\u0437\u0431\u0435\u0440\u0451\u043c \u0435\u0433\u043e \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u0435\u0435:<\/p>\n<ol>\n<li>\n<p><code>${hydra:job.config_name}<\/code> &#8212; \u044d\u0442\u043e \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u043e\u0435 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0435 Hydra, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0438\u043c\u044f \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0433\u043e \u0444\u0430\u0439\u043b\u0430, \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u043e\u0433\u043e \u0432 \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442\u0435 <code>--config-name<\/code> \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 ;<\/p>\n<\/li>\n<li>\n<p><code>${now:%H-%M-%S}<\/code> &#8212; \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u044b\u0432\u043e\u0434\u0438\u0442 \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0432\u0440\u0435\u043c\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 &#171;\u0427\u0427-\u041c\u041c-\u0421\u0421&#187;, \u0447\u0442\u043e\u0431\u044b \u0438\u043c\u0435\u043d\u0430 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0439 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u0435\u043a\u0430\u043b\u0438\u0441\u044c \u043f\u0440\u0438 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0445;<\/p>\n<\/li>\n<li>\n<p><code>${hydra:job.override_dirname}<\/code> &#8212; \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u0442\u0440\u043e\u043a\u0443, \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0449\u0443\u044e \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b, \u043f\u0435\u0440\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u044b\u0435 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u043d\u043e\u0439 \u0441\u0442\u0440\u043e\u043a\u0435 \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435. \u041d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0435\u0441\u043b\u0438 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c: <code>python train.py model=baseline optimizer=adam<\/code> \u0442\u043e \u0432\u0435\u0440\u043d\u0435\u0442\u0441\u044f \u0441\u0442\u0440\u043e\u043a\u0430 <code>model=baseline,optimizer=adam<\/code>;<\/p>\n<\/li>\n<li>\n<p><code>${config_names:...}<\/code> &#8212; \u044d\u0442\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u043a\u043b\u044e\u0447, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0440\u0435\u0433\u0438\u0441\u0442\u0440\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 <code>OmegaConf.resolver<\/code>, \u0447\u0442\u043e\u0431\u044b \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0442\u044c \u0441\u0442\u0440\u043e\u043a\u0438 \u043f\u0435\u0440\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u044b\u0445 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u0432 \u0438 \u0441\u043e\u0431\u0438\u0440\u0430\u0442\u044c \u0438\u0437 \u043d\u0438\u0445 \u0438\u043c\u0435\u043d\u0430, \u043f\u0440\u0438\u043c\u0435\u0440 \u043a\u043e\u0434\u0430 \u043d\u0438\u0436\u0435<\/p>\n<\/li>\n<\/ol>\n<pre><code>def format_config_names(overrides_str: str) -&gt; str:     #\u0444\u0443\u043d\u043a\u0446\u0438\u044f `format_config_names` \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0432\u0441\u0435 \u043f\u0435\u0440\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u044b\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0438\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0447\u0435\u0440\u0435\u0437 `_`     if not overrides_str:         return \"no_override\"     return \"_\".join([x.split(\"=\")[1] for x in overrides_str.split(\",\") if \"=\" in x])  OmegaConf.register_new_resolver(\"config_names\", format_config_names) <\/code><\/pre>\n<p>\u041e\u0434\u043d\u0430 \u0438\u0437 \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u0431\u043b\u0435\u043c \u043f\u0440\u0438 \u0440\u0430\u0431\u043e\u0442\u0435 \u0441 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f\u043c\u0438 &#8212; \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u043c\u043d\u043e\u0433\u043e\u043a\u0440\u0430\u0442\u043d\u043e \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c \u043e\u0434\u043d\u043e \u0438 \u0442\u043e\u0436\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u043c\u0435\u0441\u0442\u0430\u0445, \u043a\u043e\u0433\u0434\u0430 \u044d\u0442\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0438\u043c\u0435\u0435\u0442 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0439 \u0441\u043c\u044b\u0441\u043b \u0432\u043e \u0432\u0441\u0435\u0445 \u0443\u0447\u0430\u0441\u0442\u043a\u0430\u0445 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f. \u0412 \u0442\u0430\u043a\u0438\u0445 \u0441\u043b\u0443\u0447\u0430\u044f\u0445, \u0445\u043e\u0447\u0435\u0442\u0441\u044f \u0437\u0430\u0434\u0430\u0442\u044c \u0435\u0433\u043e \u043e\u0434\u0438\u043d \u0440\u0430\u0437 \u0432 \u043e\u0434\u043d\u043e\u043c \u043c\u0435\u0441\u0442\u0435, \u0438, \u0434\u0430\u043b\u0435\u0435, \u0441\u0441\u044b\u043b\u0430\u0442\u044c\u0441\u044f \u043d\u0430 \u043d\u0435\u0433\u043e, \u0438\u0437\u0431\u0435\u0433\u0430\u044f \u0434\u0443\u0431\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u0434\u043b\u044f \u0441\u043d\u0438\u0436\u0435\u043d\u0438\u044f \u0440\u0438\u0441\u043a\u0430 \u0440\u0430\u0441\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0430\u0446\u0438\u0438.<br \/> \u0412\u043e\u0437\u044c\u043c\u0451\u043c \u043f\u0440\u0438\u043c\u0435\u0440 \u0438\u0437 \u043d\u0430\u0448\u0435\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u043f\u043e \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044e \u044d\u043c\u043e\u0446\u0438\u0439. \u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u044d\u043c\u043e\u0446\u0438\u0439 (\u044d\u043a\u0432\u0438\u0432\u0430\u043b\u0435\u043d\u0442\u043d\u043e \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0443 \u043a\u043b\u0430\u0441\u0441\u043e\u0432) \u043c\u043e\u0436\u0435\u0442 \u0438\u0437\u043c\u0435\u043d\u044f\u0442\u044c\u0441\u044f \u0432 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u043e\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u043e\u0433\u043e \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u0430. \u0422\u0430\u043a \u0436\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0434\u043b\u044f:<\/p>\n<ol>\n<li>\n<p>\u0437\u0430\u0434\u0430\u043d\u0438\u044f \u0432\u044b\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u0440\u0430\u0437\u043c\u0435\u0440\u0430 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0433\u043e \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0433\u043e \u0441\u043b\u043e\u044f \u043c\u043e\u0434\u0435\u043b\u0438;<\/p>\n<\/li>\n<li>\n<p>\u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u043f\u043e\u0442\u0435\u0440\u044c, \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440 <code>AMSoftmax<\/code>;<\/p>\n<\/li>\n<\/ol>\n<p>\u0427\u0442\u043e\u0431\u044b \u043d\u0435 \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c <code>num_classes<\/code> \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u0444\u0430\u0439\u043b\u0435 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438, \u0443\u0434\u043e\u0431\u043d\u0435\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c \u044d\u0442\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0432 \u0444\u0430\u0439\u043b\u0435 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u0430, \u0438 \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u0435\u0433\u043e \u043a\u0430\u043a \u043f\u0435\u0440\u0432\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a \u043e \u0447\u0438\u0441\u043b\u0435 \u043a\u043b\u0430\u0441\u0441\u043e\u0432.<\/p>\n<pre><code class=\"yaml\">path_to_train_df: ...\/data\/resd\/train.csv validation_datasets:    dusha: ...\/data\/test.csv   resd: ...\/data\/resd\/test.csv   expresso: ...\/data\/expresso\/test.csv   msp_podcast: ...\/data\/msp_podcast\/test.csv   repv: ...\/data\/repv\/test.csv   repv-s: ...\/data\/repv-s\/test.csv batch_size: 16  id2name:   - happy   - disgusted   - angry   - fearful   - enthusiasm   - neutral   - sad  num_classes: ${len:${id2name}} # \u0442\u0443\u0442 \u043c\u043e\u0436\u043d\u043e \u043f\u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0441\u0440\u0430\u0437\u0443 \u0447\u0438\u0441\u043b\u043e, \u043d\u043e \u0442.\u043a. \u0443 \u043d\u0430\u0441 \u0447\u0438\u0441\u043b\u043e \u044d\u043c\u043e\u0446\u0438\u0439 \u043c\u043e\u0436\u0435\u0442 \u0438\u0437\u043c\u0435\u043d\u044f\u0442\u0441\u044f, \u0442\u043e \u0443\u0434\u043e\u0431\u043d\u0435\u0435 \u0437\u0430\u0440\u0435\u0433\u0438\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438\u043c\u044f, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u0431\u0443\u0434\u0435\u0442 \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u043a\u043b\u0430\u0441\u0441\u043e\u0432 <\/code><\/pre>\n<p>\u0438 \u043f\u0440\u043e\u0431\u0440\u043e\u0441\u0438\u0442\u044c \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0447\u0438\u0441\u043b\u043e \u043a\u043b\u0430\u0441\u0441\u043e\u0432 \u0432 \u0433\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u044b\u0439 \u0444\u0430\u0439\u043b \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438<\/p>\n<pre><code class=\"yaml\">seed: 42 path_to_checkpoint_with_weights: .\/models\/v1_ssl.ckpt  num_classes: ${data_params.num_classes} # \u0437\u0434\u0435\u0441\u044c \u043f\u0440\u043e\u0431\u0430\u0441\u044b\u0432\u0430\u0435\u043c \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u0432 \u0433\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u043e\u0435 \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u043e \u0438\u043c\u0451\u043d id2name: ${data_params.id2name} <\/code><\/pre>\n<p>\u0438 \u0443\u0436\u0435 \u0432 \u0444\u0430\u0439\u043b\u0435 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 <code>AMSoftmax<\/code> \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u0438\u0437 \u0433\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0430 \u0438\u043c\u0451\u043d<\/p>\n<pre><code class=\"yaml\">_target_: src.losses.AM_Softmax_v2 num_classes: ${num_classes} <\/code><\/pre>\n<h4>Pytorch Lightning<\/h4>\n<p><a href=\"https:\/\/lightning.ai\/docs\/pytorch\/stable\/starter\/introduction.html\" rel=\"noopener noreferrer nofollow\">PyTorch Lightning<\/a> &#8212; \u0432\u044b\u0441\u043e\u043a\u043e\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u0430\u044f \u043d\u0430\u0434\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u043d\u0430\u0434 PyTorch, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0441\u043e\u0441\u0440\u0435\u0434\u043e\u0442\u043e\u0447\u0438\u0442\u044c\u0441\u044f \u043d\u0430 \u043b\u043e\u0433\u0438\u043a\u0435 \u043c\u043e\u0434\u0435\u043b\u0438, \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u044f \u0443\u0434\u043e\u0431\u043d\u044b\u0439 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0434\u043b\u044f \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0440\u0443\u0442\u0438\u043d\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0447\u0430\u0441\u0442\u0438 \u0446\u0438\u043a\u043b\u0430 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f: \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0431\u0430\u0442\u0447\u0435\u0439, \u0432\u044b\u0437\u043e\u0432 backward, \u0448\u0430\u0433 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0442\u043e\u0440\u0430, \u0441\u0431\u043e\u0440 \u043c\u0435\u0442\u0440\u0438\u043a \u0438 \u043b\u043e\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435.  Lightning \u0443\u043f\u0440\u043e\u0449\u0430\u0435\u0442 \u043a\u043e\u0434 \u0442\u0440\u0435\u043d\u0438\u0440\u043e\u0432\u043a\u0438, \u0438\u0437-\u0437\u0430 \u0447\u0435\u0433\u043e \u043e\u043d \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043a\u043e\u043c\u043f\u0430\u043a\u0442\u043d\u0435\u0435 \u0438 \u0447\u0438\u0449\u0435 \u0438 \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e GPU.<\/p>\n<p>Lightning \u0438\u043d\u0442\u0435\u0433\u0440\u0438\u0440\u043e\u0432\u0430\u043d \u0441\u043e \u043c\u043d\u043e\u0433\u0438\u043c\u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c\u0438 ML \u0438 \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0433\u043e\u0442\u043e\u0432\u044b\u0435 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u044b:<\/p>\n<ul>\n<li>\n<p><strong>Trainer<\/strong> \u2014 \u043a\u043b\u0430\u0441\u0441 \u0434\u043b\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f\/\u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438\/\u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f. \u041e\u043d \u0441\u0430\u043c \u0440\u0430\u0437\u0431\u0438\u0432\u0430\u0435\u0442 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043d\u0430 \u044d\u043f\u043e\u0445\u0438, \u0441\u043b\u0435\u0434\u0438\u0442 \u0437\u0430 \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u043c\u0438, \u0438\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u0443\u0435\u0442 \u043a\u043e\u043b\u043b\u0431\u044d\u043a\u0438 \u0438 \u043b\u043e\u0433\u0433\u0435\u0440\u044b. \u041d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, <code>trainer = pl.Trainer(max_epochs=50, precision=\"bf16\", strategy=\"ddp\", logger=TensorBoardLogger(...))<\/code> \u0441\u0440\u0430\u0437\u0443 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0443 \u0441\u043c\u0435\u0448\u0430\u043d\u043d\u043e\u0439 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438, \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0438 \u043b\u043e\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0432 <code>TensorBoard<\/code>;<\/p>\n<\/li>\n<li>\n<p><strong>LightningModule<\/strong> \u2014 \u0431\u0430\u0437\u043e\u0432\u044b\u0439 \u043a\u043b\u0430\u0441\u0441 \u043c\u043e\u0434\u0435\u043b\u0438, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043e\u0442\u0434\u0435\u043b\u0435\u043d\u044b \u043c\u0435\u0442\u043e\u0434\u044b <code>training_step<\/code>, <code>validation_step<\/code>, <code>configure_optimizers<\/code> \u0438 \u0442.\u043f.  \u0420\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f <code>EmoFinetuneTrainer<\/code> \u043d\u0430\u0441\u043b\u0435\u0434\u0443\u0435\u0442\u0441\u044f \u043e\u0442 \u043d\u0435\u0433\u043e, \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u044f \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u0442\u0440\u0435\u043d\u0438\u0440\u043e\u0432\u043e\u0447\u043d\u044b\u0435 \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0448\u0430\u0433\u0438. <code>Lightning<\/code> \u0441\u0430\u043c \u0446\u0438\u043a\u043b\u0438\u0447\u0435\u0441\u043a\u0438 \u0432\u044b\u0437\u044b\u0432\u0430\u0435\u0442 \u044d\u0442\u0438 \u043c\u0435\u0442\u043e\u0434\u044b \u0438 \u0441\u043e\u0431\u0438\u0440\u0430\u0435\u0442 \u043b\u043e\u0433\u0438;<\/p>\n<\/li>\n<li>\n<p><strong>Callbacks<\/strong> \u2014 \u0433\u043e\u0442\u043e\u0432\u044b\u0435 \u043a\u043b\u0430\u0441\u0441\u044b \u0434\u043b\u044f \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0451\u043d\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447: \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, <code>ModelCheckpoint<\/code> \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442 \u043b\u0443\u0447\u0448\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 \u043f\u043e \u0437\u0430\u0434\u0430\u043d\u043d\u043e\u0439 \u043c\u0435\u0442\u0440\u0438\u043a\u0435, \u0430 <code>EarlyStopping<\/code> \u043e\u0441\u0442\u0430\u043d\u0430\u0432\u043b\u0438\u0432\u0430\u0435\u0442 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043f\u0440\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0438 \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0439. \u0411\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f \u044d\u0442\u043e\u043c\u0443 \u043d\u0435 \u043d\u0443\u0436\u043d\u043e \u043f\u0438\u0441\u0430\u0442\u044c \u043a\u043e\u0434 \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0447\u0435\u043a\u043f\u043e\u0438\u043d\u0442\u043e\u0432 \u0438\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u043d\u0430 \u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0443 \u2014 <code>Lightning<\/code> \u0431\u0435\u0440\u0451\u0442 \u044d\u0442\u043e \u043d\u0430 \u0441\u0435\u0431\u044f;<\/p>\n<\/li>\n<li>\n<p><strong>\u041b\u043e\u0433\u0433\u0435\u0440\u044b \u0438 \u043c\u0435\u0442\u0440\u0438\u043a\u0438<\/strong> \u2014 <code>Lightning<\/code> \u0438\u0437 \u043a\u043e\u0440\u043e\u0431\u043a\u0438 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u043b\u043e\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0432 <code>TensorBoard<\/code>, <code>CSV<\/code> \u0438\u043b\u0438 <code>W&amp;B<\/code>. \u0414\u043b\u044f \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0443 <code>TorchMetrics<\/code>.<\/p>\n<\/li>\n<\/ul>\n<p>\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f<code>PyTorch Lightning<\/code> \u043c\u043e\u0436\u043d\u043e \u0443\u0434\u043e\u0431\u043d\u043e \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u0442\u044c \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 \u0434\u043b\u044f \u043e\u0442\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a \u043f\u043e \u043a\u0430\u0436\u0434\u043e\u043c\u0443 \u043a\u043e\u0440\u043f\u0443\u0441\u0443 \u0434\u0430\u043d\u043d\u044b\u0445 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e.<br \/> \u0414\u043b\u044f \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043d\u0443\u0436\u043d\u043e \u0432 \u0444\u0430\u0439\u043b\u0435 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u0430 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c \u0441\u043b\u043e\u0432\u0430\u0440\u044c, \u0433\u0434\u0435 \u043a\u043b\u044e\u0447\u043e\u043c \u0431\u0443\u0434\u0435\u0442 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u0435 \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u0430, \u0430 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435\u043c &#8212; \u043f\u0443\u0442\u044c \u0434\u043e csv \u0444\u0430\u0439\u043b\u0430<\/p>\n<pre><code class=\"yaml\">path_to_train_df: ...\/data\/resd\/train.csv validation_datasets:    dusha: ...\/data\/test.csv   resd: ...\/data\/resd\/test.csv   expresso: ...\/data\/expresso\/test.csv   msp_podcast: ...\/data\/msp_podcast\/test.csv   repv: ...\/data\/repv\/test.csv   repv-s: ...\/data\/repv-s\/test.csv ... <\/code><\/pre>\n<p>\u0414\u0430\u043b\u0435\u0435 \u0441\u043e\u0437\u0434\u0430\u0442\u044c <code>DataLoader<\/code> \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043f\u0435\u0440\u0435\u0447\u0438\u0441\u043b\u0435\u043d\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445<\/p>\n<pre><code>val_loaders = {} for name, path_to_df in config.validation_datasets.items():     val_dataset =  AudioDataset(path_to_df, emo2id)          val_loader = DataLoader(         val_dataset,         shuffle=False,         batch_size=config.batch_size,         collate_fn=collate_fn,         num_workers=config.num_workers     )     val_loaders[name] = val_loader <\/code><\/pre>\n<p>\u041f\u0440\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043c\u043e\u0434\u0443\u043b\u044f \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043d\u0430\u0441\u043b\u0435\u0434\u0443\u044e\u0442\u0441\u044f \u043e\u0442 <code>pl.LightningModule<\/code>, \u043d\u0443\u0436\u043d\u043e \u0432 \u043a\u043e\u043d\u0441\u0442\u0440\u0443\u043a\u0442\u043e\u0440\u0435 \u043a\u043b\u0430\u0441\u0441\u0430 \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0432\u0441\u0435 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0435 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u0430 \u0438 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u044c \u0438\u0445 \u0441\u0440\u0430\u0437\u0443 \u043d\u0430 \u043d\u0443\u0436\u043d\u044b\u0439 <code>device<\/code> &#8212; \u0435\u0441\u043b\u0438 \u043e\u043d \u043e\u0434\u0438\u043d, \u0435\u0441\u043b\u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e &#8212; \u0442\u043e \u0432 \u043d\u0430\u0447\u0430\u043b\u0435 \u044d\u043f\u043e\u0445\u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438 \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0438\u0442\u044c \u043c\u0435\u0442\u0440\u0438\u043a\u0443 \u043d\u0430 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439  <code>device<\/code> (\u0432\u043e\u043e\u0431\u0449\u0435 \u043c\u0435\u0442\u0440\u0438\u043a\u0438, \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e, \u043a\u043b\u0430\u0434\u0443\u0442\u0441\u044f \u043d\u0430 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0439 \u0434\u0435\u0432\u0430\u0439\u0441, \u043d\u043e \u0442\u0430\u043a \u043a\u0430\u043a \u043e\u043d\u0438 \u0445\u0440\u0430\u043d\u044f\u0442\u0441\u044f \u0432 \u0441\u043b\u043e\u0432\u0430\u0440\u044f\u0445, \u0442\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u044c \u0441\u0430\u043c\u043e\u0441\u0442\u043e\u044f\u0442\u0435\u043b\u044c\u043d\u043e). \u0420\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432\u044b\u0433\u043b\u044f\u0434\u0438\u0442 \u0442\u0430\u043a:<\/p>\n<pre><code>class EmoFinetuneTrainer(pl.LightningModule):      def __init__(self, config: TrainParams):         super().__init__()         ...         self.val_metrics = {}         for val_name in config.data_params.validation_datasets.keys():             self.val_metrics[val_name] = {                 'loss': torchmetrics.MeanMetric(),                 'f1_micro': MulticlassF1Score(num_classes=config.num_classes, average='micro'),                 'accuracy': MulticlassAccuracy(num_classes=config.num_classes)             }         self.avg_f1_micro = torchmetrics.MeanMetric()     ...     def on_validation_start(self):         for val_name in self.val_metrics:             for metric in self.val_metrics[val_name].values():                 metric.to(self.device)      def validation_step(self, batch: AudioBatch, batch_idx: int, dataloader_idx: int = 0):         val_name = list(self.config.data_params.validation_datasets.keys())[dataloader_idx]         metrics = self.val_metrics[val_name]          output = self.model.forward_for_train(batch)         loss = self.criterion(output, batch.emotions)          proba_pred = torch.softmax(output, dim=-1)         metrics['loss'](loss)         metrics['f1_micro'](proba_pred, batch.emotions)         metrics['accuracy'](proba_pred, batch.emotions)      def on_validation_epoch_end(self):         sch = self.lr_schedulers()                  total_loss = 0.0         num_datasets = len(self.val_metrics)         self.avg_f1_micro.reset()                    for val_name, metrics in self.val_metrics.items():             val_loss = metrics['loss'].compute()             total_loss += val_loss             f1_micro = metrics[\"f1_micro\"].compute()                          self.log(f'loss\/valid\/{val_name}', val_loss, sync_dist=True)             self.log(f'F1_score_micro\/valid\/{val_name}', f1_micro, sync_dist=True)             self.log(f'Accuracy\/valid\/{val_name}', metrics['accuracy'].compute(), sync_dist=True)                          self.avg_f1_micro.update(f1_micro)                          metrics['loss'].reset()             metrics['f1_micro'].reset()             metrics['accuracy'].reset()                  avg_f1 = self.avg_f1_micro.compute()         self.log(\"F1_micro\/valid\/avg\", avg_f1, prog_bar=True)                  avg_loss = total_loss \/ num_datasets         self.log('loss\/valid\/avg', avg_loss, prog_bar=True)                  sch.step(avg_loss) <\/code><\/pre>\n<p><a href=\"https:\/\/github.com\/lIkesimba9\/gigaam_emo_finetune\" rel=\"noopener noreferrer nofollow\">\u0420\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043f\u0440\u043e\u0435\u043a\u0442\u0430.<\/a><\/p>\n<h3>\u042d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u044b<\/h3>\n<p>\u0414\u043b\u044f \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0430\u0441\u044c \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u043c\u043e\u0434\u0435\u043b\u0438, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 <code>feature extractor<\/code>, \u043f\u0443\u043b\u0438\u043d\u0433\u0430 \u0438 \u0433\u043e\u043b\u043e\u0432\u044b:<\/p>\n<pre><code>class EmotionModel(nn.Module):     def __init__(self, config):         super().__init__()          self.feature_extractor = hydra.utils.instantiate(config.feature_extractor)         self.pooling = hydra.utils.instantiate(config.pooling)         self.head = hydra.utils.instantiate(config.head)          def forward(self, batch: AudioBatch):         feats, lengths = self.feature_extractor(batch.wavs, batch.wav_lengths) # return  [B, EMB_DIM, T], [B]         feats = feats.transpose(1, 2)# [B, T, EMB_DIM]         pooled = self.pooling(feats, lengths) # [B, NEW_EMB_DIM]          if hasattr(self.head, \"use_labels_when_train\") and self.head.use_labels_when_train is True:             logit = self.head(pooled, batch.emotions)         else:             logit = self.head(pooled)         return logit, None # [B, NUM_CLASSES] <\/code><\/pre>\n<p>\u0433\u0434\u0435:<\/p>\n<ul>\n<li>\n<p><code>feature extractor<\/code>\u044d\u0442\u043e\u00a0GigaAM\u00a0(v1_ssl, \u00a0v2_ssl\u00a0\u0434\u0430\u0451\u0442 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u0441\u0438\u043b\u044c\u043d\u043e \u0445\u0443\u0436\u0435 \u0432 \u0437\u0430\u0434\u0430\u0447\u0435 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u044d\u043c\u043e\u0446\u0438\u0439, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0434\u0430\u043b\u044c\u0448\u0435 \u043d\u0438\u0433\u0434\u0435 \u043d\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f);<\/p>\n<\/li>\n<li>\n<p>\u043f\u0443\u043b\u0438\u043d\u0433 \u043b\u0438\u0431\u043e\u00a0<code>MaxPooling<\/code>,\u00a0\u043b\u0438\u0431\u043e\u00a0<code>AttentiveStatsPooling + MultiHeadAttention<\/code>;<\/p>\n<\/li>\n<li>\n<p>\u0433\u043e\u043b\u043e\u0432\u0430 &#8212;\u00a0<code>Linear<\/code>\u00a0\u0441\u043b\u043e\u0439 \u0434\u043b\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438.<\/p>\n<\/li>\n<\/ul>\n<p>\u041f\u0440\u0438 \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0435\u043c\u0435\u043d\u0442\u043e\u0432 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u043f\u043e\u0442\u0435\u0440\u044c \u0438 \u0438\u0445 \u043a\u043e\u043c\u0431\u0438\u043d\u0430\u0446\u0438\u0438:<\/p>\n<ul>\n<li>\n<p><code>Label Smoouth\u00a0+ Weight + CrossEntropy<\/code><\/p>\n<\/li>\n<li>\n<p><code>AM-Softmax<\/code><\/p>\n<\/li>\n<li>\n<p><code>AAM-Softmax<\/code><\/p>\n<\/li>\n<li>\n<p><code>RAM-Softmax<\/code><\/p>\n<\/li>\n<li>\n<p><code>RAAM-Softmax<\/code><\/p>\n<\/li>\n<\/ul>\n<details class=\"spoiler\">\n<summary> \u041f\u043e\u0434\u0440\u043e\u0431\u043d\u0435\u0435 \u043f\u0440\u043e RAM-Softmax <\/summary>\n<div class=\"spoiler__content\">\n<p><a href=\"http:\/\/index.cslt.org\/mediawiki\/images\/4\/44\/RAM-Softmax.pdf\" rel=\"noopener noreferrer nofollow\">RAMSoftMax<\/a> &#8212; \u0444\u0443\u043d\u043a\u0446\u0438\u044f \u043f\u043e\u0442\u0435\u0440\u044c, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043e\u0442\u0441\u0442\u0443\u043f <img decoding=\"async\" class=\"formula inline\" source=\"m\" alt=\"m\" src=\"https:\/\/habrastorage.org\/getpro\/habr\/formulas\/6\/6f\/6f8\/6f8f57715090da2632453988d9a1501b.svg\" width=\"12\" height=\"12\" sizes=\"auto, (max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/getpro\/habr\/formulas\/6\/6f\/6f8\/6f8f57715090da2632453988d9a1501b.svg 780w,&#10;       https:\/\/habrastorage.org\/getpro\/habr\/formulas\/6\/6f\/6f8\/6f8f57715090da2632453988d9a1501b.svg 781w\" loading=\"lazy\" decode=\"async\"\/> \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0441\u043b\u0438 \u0446\u0435\u043b\u0435\u0432\u043e\u0439 \u043b\u043e\u0433\u0438\u0442 \u043d\u0435 \u043f\u0440\u0435\u0432\u043e\u0441\u0445\u043e\u0434\u0438\u0442 \u043c\u0430\u043a\u0441\u0438\u043c\u0443\u043c \u043d\u0435\u0446\u0435\u043b\u0435\u0432\u044b\u0445 \u0445\u043e\u0442\u044f \u0431\u044b \u043d\u0430 <img decoding=\"async\" class=\"formula inline\" source=\"m\" alt=\"m\" src=\"https:\/\/habrastorage.org\/getpro\/habr\/formulas\/6\/6f\/6f8\/6f8f57715090da2632453988d9a1501b.svg\" width=\"12\" height=\"12\" sizes=\"auto, (max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/getpro\/habr\/formulas\/6\/6f\/6f8\/6f8f57715090da2632453988d9a1501b.svg 780w,&#10;       https:\/\/habrastorage.org\/getpro\/habr\/formulas\/6\/6f\/6f8\/6f8f57715090da2632453988d9a1501b.svg 781w\" loading=\"lazy\" decode=\"async\"\/>.  \u0422.\u0435. \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 \u0431\u0443\u0434\u0435\u0442 \u0430\u043a\u0446\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u043d\u0430 \u0441\u043b\u043e\u0436\u043d\u044b\u0445 \u043d\u0435\u0446\u0435\u043b\u0435\u0432\u044b\u0445 \u043b\u043e\u0433\u0438\u0442\u0430\u0445, \u0438\u0433\u043d\u043e\u0440\u0438\u0440\u0443\u044f \u0442\u0435, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0443\u0436\u0435 \u0445\u043e\u0440\u043e\u0448\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u044b.<\/p>\n<p><img decoding=\"async\" class=\"formula\" source=\"\\begin{align*}\\text{cosine:} \\quad &amp; \\cos\\theta_j = \\frac{W_j^\\top x}{\\|W_j\\|\\|x\\|} \\\\\\text{target logit:} \\quad &amp; z_y = s \\cdot (\\cos\\theta_y - m) \\\\\\text{non-target logits:} \\quad &amp; z_j =\\begin{cases}s \\cdot \\cos\\theta_j, &amp; \\text{if } \\cos\\theta_y - \\cos\\theta_j \\le m \\\\-\\infty, &amp; \\text{if } \\cos\\theta_y - \\cos\\theta_j &gt; m\\end{cases} \\\\\\text{loss:} \\quad &amp; \\mathcal{L} = -\\log\\left( \\frac{e^{z_y}}{e^{z_y} + \\sum_{j \\ne y {,} \\cos\\theta_y - \\cos\\theta_j \\le m} e^{z_j}} \\right)\\end{align*}\" alt=\"\\begin{align*}\\text{cosine:} \\quad &amp; \\cos\\theta_j = \\frac{W_j^\\top x}{\\|W_j\\|\\|x\\|} \\\\\\text{target logit:} \\quad &amp; z_y = s \\cdot (\\cos\\theta_y - m) \\\\\\text{non-target logits:} \\quad &amp; z_j =\\begin{cases}s \\cdot \\cos\\theta_j, &amp; \\text{if } \\cos\\theta_y - \\cos\\theta_j \\le m \\\\-\\infty, &amp; \\text{if } \\cos\\theta_y - \\cos\\theta_j &gt; m\\end{cases} \\\\\\text{loss:} \\quad &amp; \\mathcal{L} = -\\log\\left( \\frac{e^{z_y}}{e^{z_y} + \\sum_{j \\ne y {,} \\cos\\theta_y - \\cos\\theta_j \\le m} e^{z_j}} \\right)\\end{align*}\" src=\"https:\/\/habrastorage.org\/getpro\/habr\/formulas\/f\/f5\/f5e\/f5eebb3cf1126bce8e55eb686efcecf7.svg\" width=\"472\" height=\"176\" sizes=\"auto, (max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/getpro\/habr\/formulas\/f\/f5\/f5e\/f5eebb3cf1126bce8e55eb686efcecf7.svg 780w,&#10;       https:\/\/habrastorage.org\/getpro\/habr\/formulas\/f\/f5\/f5e\/f5eebb3cf1126bce8e55eb686efcecf7.svg 781w\" loading=\"lazy\" decode=\"async\"\/><\/div>\n<\/details>\n<details class=\"spoiler\">\n<summary> \u041f\u043e\u0434\u0440\u043e\u0431\u043d\u0435\u0435 \u043f\u0440\u043e RAAM-Softmax  <\/summary>\n<div class=\"spoiler__content\">\n<p> \u0412 \u0440\u0430\u043c\u043a\u0430\u0445 \u0438\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u044f \u0440\u0435\u0448\u0438\u043b \u043f\u043e\u043f\u0440\u043e\u0431\u043e\u0432\u0430\u0442\u044c \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u0442\u044c `RAM-Softmax`  + `AAM-Softmax` \u0438 \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0435\u0451 `RAAM-Softmax`. <u>\u0418\u043d\u0442\u0443\u0438\u0446\u0438\u044f<\/u> \u0434\u043b\u044f \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0430\u044f: \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u043e\u0442\u0441\u0442\u0443\u043f \u043f\u043e\u0434 \u0437\u043d\u0430\u043a\u043e\u043c \u043a\u043e\u0441\u0438\u043d\u0443\u0441\u0430, \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f\u00a0`RAM`-\u043c\u0430\u0441\u043a\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435: \u0438\u0433\u043d\u043e\u0440\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043b\u0435\u0433\u043a\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0451\u043d\u043d\u044b\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0438\u0437 &#171;\u043d\u0435\u0433\u0430\u0442\u0438\u0432\u043d\u044b\u0445&#187; \u043a\u043b\u0430\u0441\u0441\u043e\u0432. <\/p>\n<\/div>\n<\/details>\n<p>Optimizer \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0441\u044f <code>Adam<\/code> \u0441\u043e \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c\u0438 \u0433\u0438\u043f\u0435\u0440\u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u0430\u043c\u0438<\/p>\n<pre><code class=\"yaml\">_target_: torch.optim.Adam betas:   - 0.9   - 0.98 eps: 1.0e-08 weight_decay: 0.01 <\/code><\/pre>\n<p>\u0422\u0430\u043a \u043a\u0430\u043a \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0445\u043e\u0442\u0435\u043b\u043e\u0441\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0440\u0430\u0437\u043d\u044b\u0435 learning rate \u0434\u043b\u044f \u043f\u0440\u0435\u0434\u043e\u0431\u0443\u0447\u0435\u043d\u043d\u043e\u0439 \u0447\u0430\u0441\u0442\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 &#171;\u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u0433\u043e\u043b\u043e\u0432\u044b&#187;, \u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0431\u044b\u043b\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0438\u0442\u044c \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0434\u0432\u0435 \u0433\u0440\u0443\u043f\u043f\u044b<\/p>\n<pre><code>params = [     {\"params\": pretrained_params, \"lr\": self.config.pretrained_lr},     {\"params\": new_params, \"lr\": self.config.lr}, ] <\/code><\/pre>\n<p>\u0438 \u043f\u0440\u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0438 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0442\u043e\u0440\u0430 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e <code>instantiate(self.config.optimizer, params=params)<\/code> \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u043b\u0430 \u043e\u0448\u0438\u0431\u043a\u0430, \u0438\u0437-\u0437\u0430 \u043d\u0435\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0439 \u0438\u043d\u0442\u0435\u043f\u0440\u0435\u0442\u0430\u0446\u0438\u0438 \u0430\u0433\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432. \u0414\u043b\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u043e\u0439 \u043e\u0448\u0438\u0431\u043a\u0438 \u043f\u0440\u0438\u0448\u043b\u043e\u0441\u044c \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u043a\u043e\u0441\u0442\u044b\u043b\u044c \u0438 \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c <code>optimizer<\/code>:<\/p>\n<pre><code>optimizer_class = hydra.utils.get_class(self.config.optimizer._target_) optimizer_params = { key: value for key, value in self.config.optimizer.items() if key != \"_target_\"}  optimizer = optimizer_class(params, **optimizer_params) <\/code><\/pre>\n<p>\u0412 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435  <code>scheduler<\/code> \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0441\u044f <code>ReduceLROnPlateau<\/code>, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043e\u0442\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u043b  \u043c\u0435\u0442\u0440\u0438\u043a\u0443 <code>loss\/valid\/avg<\/code> \u0438, \u0435\u0441\u043b\u0438 \u043d\u0435 \u0431\u044b\u043b\u043e \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u044f \u0432 \u0442\u0435\u0447\u0435\u043d\u0438\u0438 10 \u044d\u043f\u043e\u0445, \u0442\u043e \u0443\u043c\u0435\u043d\u044c\u0448\u0430\u043b lr \u0432 2 \u0440\u0430\u0437\u0430:<\/p>\n<pre><code class=\"yaml\">_target_: torch.optim.lr_scheduler.ReduceLROnPlateau mode: \"min\" factor: 0.5 patience: 10 threshold: 0.0001 threshold_mode: \"rel\" cooldown: 0 min_lr: 0.00000001 <\/code><\/pre>\n<p>\u0422\u0430\u043a \u0436\u0435 \u0434\u043b\u044f <code>warmup<\/code> \u043c\u043e\u0434\u0435\u043b\u0438 \u0431\u044b\u043b \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d \u043b\u0438\u043d\u0435\u0439\u043d\u044b\u0439 \u0448\u0435\u0434\u0443\u043b\u0435\u0440<\/p>\n<pre><code>self.warmup_scheduler = LinearLR(optimizer=optimizer, total_iters=self.config.warmup_steps, start_factor=self.config.start_factor) <\/code><\/pre>\n<h3>\u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b<\/h3>\n<p>\u0412 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u044d\u043a\u043f\u0435\u0440\u0435\u043c\u0435\u043d\u0442\u043e\u0432 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0451\u0442 7 \u044d\u043c\u043e\u0446\u0438\u0439 \u0432 \u0440\u0443\u0441\u0441\u043a\u043e\u0439 \u0438 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u0439 \u0440\u0435\u0447\u0438.<br \/> \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 <code>RAM-Softmax<\/code> \u0438\u043b\u0438 <code>RAAM-Softmax<\/code>, \u0432 \u0441\u0440\u0435\u0434\u043d\u0435\u043c, \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442 \u043a \u0431\u043e\u043b\u0435\u0435 \u043b\u0443\u0447\u0448\u0438\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u043c \u0432 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438, \u0447\u0435\u043c \u0434\u0440\u0443\u0433\u0438\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u043f\u043e\u0442\u0435\u0440\u044c.<br \/> \u041d\u0430 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f\u0445, \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u044b\u0445 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e\u00a0<code>TSNE<\/code> \u0434\u043b\u044f \u00a0<code>RAM-Softmax<\/code> \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0445\u043e\u0440\u043e\u0448\u043e \u0432\u0438\u0434\u0435\u043d \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442  \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u043a\u043b\u0430\u0441\u0441\u043e\u0432, \u0434\u043b\u044f <code>RAAM-Softmax<\/code> \u043d\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0435\u0442\u0441\u044f \u0447\u0451\u0442\u043a\u043e \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u043d\u043e\u0433\u043e \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u044f, \u043d\u043e \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u043e\u0434\u043d\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0442 \u0433\u0440\u0443\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u0432\u043e\u043a\u0440\u0443\u0433 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0446\u0435\u043d\u0442\u0440\u043e\u0438\u0434\u043e\u0432. \u0412\u043e\u0437\u043c\u043e\u0436\u043d\u043e, \u044d\u0442\u0438 \u0446\u0435\u043d\u0442\u0440\u043e\u0438\u0434\u044b \u043e\u0431\u0440\u0430\u0437\u0443\u044e\u0442\u0441\u044f \u043f\u043e &#171;\u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438&#187; \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u043f\u0440\u0438\u043c\u0435\u0440\u0430.<br \/> \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0430\u043d\u0433\u043b\u043e\u044f\u0437\u044b\u0447\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0443\u043b\u0443\u0447\u0448\u0430\u044e\u0442 \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u043d\u0430 \u0432\u0441\u0435\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430\u0445 \u0434\u0430\u043d\u043d\u044b\u0445, \u043a\u0440\u043e\u043c\u0435 \u043a\u043e\u0440\u043f\u0443\u0441\u043e\u0432\u00a0<code>dusha<\/code>\u00a0(\u0434\u0443\u043c\u0430\u044e, \u044d\u0442\u043e \u0441\u0432\u044f\u0437\u0430\u043d\u043e \u0441 \u0442\u0435\u043c, \u0447\u0442\u043e \u0434\u0438\u0441\u0431\u0430\u043b\u0430\u043d\u0441 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0430 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u043d\u0430\u0431\u043e\u0440\u0430\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0441\u043b\u0438\u0448\u043a\u043e\u043c \u0441\u0438\u043b\u044c\u043d\u044b\u0439, \u0438 \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u0447\u0438\u043d\u0430\u0435\u0442 \u043f\u0435\u0440\u0435\u043e\u0431\u0443\u0447\u0430\u0442\u044c\u0441\u044f \u043f\u043e\u0434 \u0434\u0430\u043d\u043d\u044b\u0435 \u0438\u0437 \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u0430\u00a0<code>dusha<\/code>). \u0425\u043e\u0447\u0435\u0442\u0441\u044f \u043e\u0442\u043c\u0435\u0442\u0438\u0442\u044c, \u0447\u0442\u043e \u0434\u0430\u043d\u043d\u044b\u0445 \u0434\u043b\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u044d\u043c\u043e\u0446\u0438\u0439 \u0432 \u0440\u0443\u0441\u0441\u043a\u043e\u0439 \u0440\u0435\u0447\u0438 \u043e\u0447\u0435\u043d\u044c \u043c\u0430\u043b\u043e.<br \/> \u041d\u0438\u0436\u0435 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u043c\u0435\u0442\u0440\u0438\u043a \u043f\u043e \u043a\u0430\u0436\u0434\u043e\u043c\u0443 \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u0443 \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439.<\/p>\n<details class=\"spoiler\">\n<summary> \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0434\u043b\u044f \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u0430 dialogs <\/summary>\n<div class=\"spoiler__content\">\n<div>\n<div class=\"table\">\n<table>\n<tbody>\n<tr>\n<th>\n<p align=\"left\">\n<\/th>\n<th>\n<p align=\"left\">experiment<\/p>\n<\/th>\n<th>\n<p align=\"left\">epoch<\/p>\n<\/th>\n<th>\n<p align=\"left\">accuracy<\/p>\n<\/th>\n<th>\n<p align=\"left\">f1_weighted<\/p>\n<\/th>\n<th>\n<p align=\"left\">happy_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">angry_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">neutral_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">sad_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">surprised_f1<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">0<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">10<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.555556<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.482697<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.395062<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.702929<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">1<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">16<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.544444<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.462893<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.294118<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.709677<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">2<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.566667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.471453<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.271186<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.715385<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0666667<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">3<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.555556<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.476661<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.3125<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.709163<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0606061<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">4<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.561111<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.47537<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.361111<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.704<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">5<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">22<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.55<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.445208<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.229508<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.704981<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">6<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">28<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.533333<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.473909<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.479167<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.651786<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">7<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">28<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.561111<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.477717<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.383562<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.698795<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">8<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">10<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.55<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.403105<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.5<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.720588<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">9<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">11<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.516667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.41642<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.135593<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.692607<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">10<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.544444<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.431695<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.148148<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.714829<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">11<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">16<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.522222<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.446003<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.272727<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.688259<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">12<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.516667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.448074<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.293333<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.683333<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.511111<\/p>\n<\/td>\n<td>\n<p 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align=\"left\">0.428571<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>1.0<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.718615<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0606061<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">36<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">45<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.505556<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.400165<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.037037<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.285714<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.684825<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0588235<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">37<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">53<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.5<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.429075<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.179104<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.663968<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.114286<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">38<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">57<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.494444<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.433504<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0784314<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.678112<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.238806<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">39<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">65<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.527778<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.47793<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.361446<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.675325<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.114286<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">40<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">10<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.538889<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.439673<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.1875<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.4<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.708661<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">41<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.533333<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.40955<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0784314<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.5<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.699248<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">42<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">16<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.505556<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.44108<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.292683<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>1.0<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.661017<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">43<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.55<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.447071<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.148148<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.4<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.72093<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0606061<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">44<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.511111<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.401662<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0769231<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.722222<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">45<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">28<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.55<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.413838<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0816327<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.710623<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">46<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">29<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.505556<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.411988<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0701754<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.181818<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.696<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.285714<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">47<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">40<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.511111<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.389267<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0392157<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.684211<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">48<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">11<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.533333<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.476379<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.235294<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.694215<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.222222<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">49<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.544444<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.491992<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.277778<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.694561<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25641<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">50<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">22<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.527778<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.508288<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.314286<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.694444<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.305085<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">51<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">40<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.477778<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.440747<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0425532<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.679803<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.329897<\/strong><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<\/details>\n<details class=\"spoiler\">\n<summary> \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0434\u043b\u044f \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u0430 dusha <\/summary>\n<div class=\"spoiler__content\">\n<div>\n<div class=\"table\">\n<table>\n<tbody>\n<tr>\n<th>\n<p align=\"left\">\n<\/th>\n<th>\n<p align=\"left\">experiment<\/p>\n<\/th>\n<th>\n<p align=\"left\">epoch<\/p>\n<\/th>\n<th>\n<p align=\"left\">accuracy<\/p>\n<\/th>\n<th>\n<p align=\"left\">f1_weighted<\/p>\n<\/th>\n<th>\n<p align=\"left\">happy_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">angry_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">neutral_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">sad_f1<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">0<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">10<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.539521<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.566747<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.422551<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.430138<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.621143<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.50665<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">1<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">16<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.625668<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.64855<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.450255<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.501002<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.7299<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.513828<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">2<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.526848<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.544893<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.471596<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.531222<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.576048<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.465344<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">3<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.592045<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.615302<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.449353<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.497765<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.679574<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.514695<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">4<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.588162<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.609045<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.462082<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.515309<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.672728<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.485474<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">5<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">22<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.544942<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.571255<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.395865<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.489917<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.632582<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.465823<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">6<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">28<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.524211<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.543947<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.44798<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.515818<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.583333<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.451944<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">7<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">28<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.618343<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.638357<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.446694<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.50607<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.717141<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.50112<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">8<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">10<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.654238<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.670395<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.523527<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.558625<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.737757<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.542641<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">9<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">11<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.574463<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.593158<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.501152<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.549986<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.635981<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.493953<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">10<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.603692<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.623421<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.50494<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.509411<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.679286<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.528768<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">11<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">16<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.587649<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.608245<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.472836<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.519796<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.662848<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.512576<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">12<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.643689<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.662122<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.496679<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.545888<\/p>\n<\/td>\n<td>\n<p 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align=\"left\">15<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">27<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.611384<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.636526<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.422949<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.529217<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.712017<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.509875<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">16<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">11<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.597026<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.617052<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.476786<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.508371<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.671999<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.535196<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">17<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.632408<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.651233<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.486346<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.534669<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.715642<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.548856<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">18<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">22<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.607721<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.629987<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.440834<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.545613<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.693035<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.527043<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">26<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.589334<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.610222<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.467028<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.553216<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.665196<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.497983<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">12<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.446268<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.4548<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.438272<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.555166<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.450304<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.420772<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">21<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">15<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.567211<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.589308<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.455275<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.537455<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.638834<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.491333<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">22<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">17<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.617903<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.637381<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.495033<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.553633<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.700798<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.506141<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">23<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.529412<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.544777<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.4585<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.538855<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.573845<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.47642<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">24<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">21<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.575855<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.597598<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.434194<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.487603<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.657933<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.507235<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">25<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">22<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.516226<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.534078<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.429367<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.473134<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.569972<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.481766<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">26<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">23<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.485312<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.496341<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.453264<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.509859<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.513063<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.442865<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">27<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">29<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.534393<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.554275<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.471393<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.50534<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.594249<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.465312<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">28<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">11<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.636583<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.655785<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.498708<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.52944<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.717126<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.567781<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">29<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.612409<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.63394<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.494805<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.504921<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.689707<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.560609<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">30<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">16<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.620101<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.639859<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.486569<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.562696<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.69875<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.529506<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">31<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.644641<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.662643<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.49633<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.538863<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.729325<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.556094<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">32<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">8<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.567358<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.587109<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.456508<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.53043<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.635448<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.495107<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">33<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.554245<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.574547<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.454137<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.498134<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.622554<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.490371<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">34<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">15<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.544869<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.56476<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.454518<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.514511<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.607806<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.47928<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">35<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.582668<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.606739<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.407789<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.521027<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.670979<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.505197<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">36<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">45<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.651015<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.666857<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.500671<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.542813<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.736929<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.546325<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">37<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">53<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.572632<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.594481<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.446066<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.562733<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.640091<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.508441<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">38<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">57<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.647498<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.668578<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.455434<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.551764<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.738706<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.569808<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">39<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">65<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.623617<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.644158<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.481649<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.579499<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.701061<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.53952<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">40<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">10<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.634239<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.653206<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.476862<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.566352<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.714248<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.552904<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">41<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.66779<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.683781<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.516442<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.562773<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.752573<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.567339<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">42<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">16<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.62435<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.651343<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.421029<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.592857<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.71535<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.551623<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">43<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.582228<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.601016<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.504709<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.577068<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.641321<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.502808<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">44<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.657314<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.673966<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.462842<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.542364<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.747214<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.570248<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">45<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">28<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.629111<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.649381<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.494012<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.574526<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.711428<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.525672<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">46<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">29<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.593656<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.613633<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.487821<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.525432<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.662127<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.53776<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">47<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">40<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.665079<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.680817<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.503226<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.574799<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.74731<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.570431<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">48<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">11<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.710571<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.724021<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.524089<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.604069<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.804592<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.576408<\/strong><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">49<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.65856<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.678493<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.54174<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.598381<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.744283<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.532005<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">50<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">22<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.681928<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.701029<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.447262<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.571953<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.785012<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.575231<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">51<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">40<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.632921<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.654514<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.516946<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.54027<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.712045<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.563854<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<\/details>\n<details class=\"spoiler\">\n<summary> \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0434\u043b\u044f \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u0430 expresso <\/summary>\n<div class=\"spoiler__content\">\n<div>\n<div class=\"table\">\n<table>\n<tbody>\n<tr>\n<th>\n<p align=\"left\">\n<\/th>\n<th>\n<p align=\"left\">experiment<\/p>\n<\/th>\n<th>\n<p align=\"left\">epoch<\/p>\n<\/th>\n<th>\n<p align=\"left\">accuracy<\/p>\n<\/th>\n<th>\n<p align=\"left\">f1_weighted<\/p>\n<\/th>\n<th>\n<p align=\"left\">happy_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">other_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">neutral_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">sad_f1<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">0<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">10<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.918261<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.919042<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.927132<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.937207<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.82<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.937063<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">1<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">16<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.926087<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.925688<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.945092<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.939716<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.844291<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.918149<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">2<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.951304<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.951113<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.961474<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.960945<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.904762<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.941558<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">3<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.953913<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.953671<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.966997<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.961086<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.905405<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.948805<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">4<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.92087<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.921011<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.925424<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.936094<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.841424<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.937931<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">5<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">22<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.925217<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.925616<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.935065<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.943571<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.861538<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.906475<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">6<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">28<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.930435<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.929913<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.932258<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.945255<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.861111<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.939189<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">7<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">28<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.929565<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.929558<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.932907<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.948742<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.843854<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.94<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">8<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">10<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.944348<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.945629<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.945578<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.963168<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.872727<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.955932<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">9<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">11<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.953043<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.953179<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.958678<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.967919<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.886731<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.955932<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">10<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.93913<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.940353<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.934028<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.956999<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.86747<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.966443<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">11<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">16<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.947826<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.947414<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.957516<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.96337<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.854237<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.963455<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">12<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.883478<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.881926<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.857143<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.917606<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.756579<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.929293<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.887826<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.88496<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.896024<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.921692<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.760148<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.856061<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">14<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">22<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.923478<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.925309<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.93086<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.947955<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.813056<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.945578<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">15<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">27<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.923478<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.925692<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.932231<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.943541<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.827586<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.94702<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">16<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">11<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.944348<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.944411<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.959612<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.952646<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.862745<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.966443<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">17<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.949565<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.950262<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.968699<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.957009<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.873065<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.966667<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">18<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">22<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.949565<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.949649<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.970297<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.958106<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.88746<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.940351<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">26<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.956522<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.957442<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.965742<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.963922<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.895425<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.979866<\/strong><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">12<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.90087<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.899223<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.887701<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.919897<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.821429<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.926174<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">21<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">15<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.935652<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.935604<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.945274<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.957466<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.851613<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.921986<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">22<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">17<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.933913<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.934235<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.935811<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.954545<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.847134<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.945578<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">23<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.922609<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.922486<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.917647<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.945921<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.867797<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.902821<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">24<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">21<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.935652<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.935425<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.943274<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.956999<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.854305<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.923611<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">25<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">22<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.94087<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.941815<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.942149<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.96242<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.881789<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.927336<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">26<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">23<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.935652<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.936534<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.935811<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.962212<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.850153<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.932432<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">27<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">29<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.930435<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.929721<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.939444<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.954095<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.837838<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.914894<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">28<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">11<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.94087<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.941667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.965854<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.951311<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.848297<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.952381<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">29<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.946957<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.946945<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.956376<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.954955<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.880795<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.965753<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">30<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">16<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.953043<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.953097<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.963816<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.962351<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.878689<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.973154<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">31<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.94087<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.941246<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.961474<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.949027<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.86262<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.951768<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">32<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">8<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.916522<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.916532<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.924031<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.932701<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.803987<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.956522<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">33<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.936522<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.937412<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.936317<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.955005<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.85625<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.957929<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">34<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">15<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.950435<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.950971<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.964824<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.959633<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.872964<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.970492<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">35<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.909565<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.913679<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.943144<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.930674<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.782609<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.925267<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">36<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">45<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.921739<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.921196<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.947712<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.936479<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.817568<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.917241<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">37<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">53<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.922609<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.923262<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.95114<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.937618<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.810127<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.929487<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">38<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">57<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.931304<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.931558<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.949097<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.947075<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.834951<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.937705<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">39<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">65<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.92<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.919552<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.931034<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.941613<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.80678<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.930556<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">40<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">10<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.93913<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.93929<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.940625<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.955702<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.847682<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.969697<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">41<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.948696<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.948796<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.960526<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.959559<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.871622<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.964169<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">42<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">16<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.92087<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.919124<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.946844<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.932278<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.798535<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.9375<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">43<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.941739<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.942603<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.959083<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.952113<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.860759<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.957655<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">44<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.906087<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.907642<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.93823<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.937843<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.772861<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.873134<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">45<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">28<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.924348<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.925339<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.942373<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.945055<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.820988<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.92517<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">46<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">29<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.915652<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.916018<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.939641<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.942149<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.817073<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.874074<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">47<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">40<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.943478<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.942894<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.95315<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.953425<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.858131<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.969697<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">48<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">11<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.196522<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.162445<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.467497<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0180505<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.161121<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0718563<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">49<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.233913<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.178731<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.448642<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0418848<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.187919<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.120879<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">50<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">22<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.204348<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.163741<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.461899<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0353357<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.120219<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0718563<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">51<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">40<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.18<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.177661<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.403125<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0858086<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.198381<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0352941<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<\/details>\n<details class=\"spoiler\">\n<summary> \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0434\u043b\u044f \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u0430 msp_podcast <\/summary>\n<div class=\"spoiler__content\">\n<div>\n<div class=\"table\">\n<table>\n<tbody>\n<tr>\n<th>\n<p align=\"left\">\n<\/th>\n<th>\n<p align=\"left\">experiment<\/p>\n<\/th>\n<th>\n<p align=\"left\">epoch<\/p>\n<\/th>\n<th>\n<p align=\"left\">accuracy<\/p>\n<\/th>\n<th>\n<p align=\"left\">f1_weighted<\/p>\n<\/th>\n<th>\n<p align=\"left\">happy_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">disgusted_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">angry_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">fearful_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">other_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">neutral_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">sad_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">surprised_f1<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">0<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">10<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.337011<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.268659<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.393651<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.463977<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0181818<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.3286<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">1<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">16<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.368276<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.301342<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.422866<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.521277<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.383048<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0373832<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">2<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.347586<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.299376<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.407273<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.515444<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0253165<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0163934<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.353377<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0857143<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.044586<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">3<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.347126<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.289007<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.388571<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.507868<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.338605<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0529801<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0617284<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">4<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.35954<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.293177<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.416855<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.5<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0173913<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.374138<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0181818<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">5<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">22<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.370575<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.30378<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.432584<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.522927<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.386172<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0186916<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">6<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">28<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.362759<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.293796<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.409241<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.506912<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0166667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.378281<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0168067<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">7<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">28<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.36<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.297703<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.404908<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.493882<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0168067<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.415439<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">8<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">10<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.349425<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.287762<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.335238<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.515241<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.017094<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.407717<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0672269<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">9<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">11<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.341149<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.283446<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.395722<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.506616<\/p>\n<\/td>\n<td>\n<p 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align=\"left\">33<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.328276<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.302444<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.385933<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.521127<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.057377<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.323851<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0504202<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.15917<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">34<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">15<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.332414<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.311462<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.390698<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0627803<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.520699<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0529801<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0178571<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.352352<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0437956<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.137809<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">35<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.330575<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.317097<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.374875<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0875421<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.524379<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.139706<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.338591<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0508475<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.196078<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">36<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">45<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.356322<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.288573<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.290576<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.520179<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0190476<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.409622<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0994152<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">37<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">53<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.336552<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.308151<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.37265<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0519481<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.48855<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.112994<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.386163<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.149688<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">38<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">57<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.333333<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.312217<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.401739<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0803213<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.527103<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.117647<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0185185<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.304147<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.188312<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">39<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">65<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.349425<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.314992<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.402062<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0655738<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.513004<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0882353<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0175439<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.372753<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.126582<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">40<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">10<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.306667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.270568<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.255656<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.490694<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0183486<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.351421<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.174298<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">41<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.329655<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.296814<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.357912<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0242424<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.523383<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0173913<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.351421<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0186916<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.123711<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">42<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">16<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.305747<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.250824<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.408528<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0869565<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.423898<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0204082<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.220207<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0192308<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0493151<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">43<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.31954<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.297028<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.346715<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.090566<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.48227<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.37931<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0186916<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.138889<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">44<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.325057<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.254954<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.285714<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.461432<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0186916<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.37538<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.00687285<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">45<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">28<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.315402<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.273269<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.378878<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.441454<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0172414<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.355838<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0520833<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">46<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">29<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.322759<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.291901<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.35059<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.501845<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0408163<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.359673<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.128571<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">47<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">40<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.342069<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.309732<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.373514<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0315789<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.511677<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.389294<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.156556<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">48<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">11<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.104828<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0985822<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.143204<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.113445<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0694698<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0515222<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.178462<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">49<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.148046<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.14673<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.223919<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0559006<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.109272<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0377358<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0725275<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.274272<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">50<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">22<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.108046<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0896537<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.223206<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.103751<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0379507<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0309278<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0965517<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">51<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">40<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.133793<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.142338<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.150565<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0969388<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.227222<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0150376<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.0727273<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.166163<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0754717<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<\/details>\n<details class=\"spoiler\">\n<summary> \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0434\u043b\u044f \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u0430 repv-s <\/summary>\n<div class=\"spoiler__content\">\n<div>\n<div class=\"table\">\n<table>\n<tbody>\n<tr>\n<th>\n<p align=\"left\">\n<\/th>\n<th>\n<p align=\"left\">experiment<\/p>\n<\/th>\n<th>\n<p align=\"left\">epoch<\/p>\n<\/th>\n<th>\n<p align=\"left\">accuracy<\/p>\n<\/th>\n<th>\n<p align=\"left\">f1_weighted<\/p>\n<\/th>\n<th>\n<p align=\"left\">happy_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">angry_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">other_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">sad_f1<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">0<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">10<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.392857<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.409105<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.2<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.533333<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.428571<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.461538<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">1<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">16<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.232287<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.307692<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.315789<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">2<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.285714<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.261439<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.4<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.133333<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.347826<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">3<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.250186<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.285714<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.2<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.3<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.181818<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">4<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.265693<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.545455<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.266667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">5<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">22<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.214286<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.218487<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.352941<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.444444<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.133333<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">6<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">28<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.285714<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.294718<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.470588<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.666667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.142857<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">7<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">28<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.272222<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.4<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.5<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.222222<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">8<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">10<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.214286<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.204082<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.428571<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.142857<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.285714<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">9<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">11<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.285714<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.237575<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.4<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.142857<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.470588<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">10<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.214286<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.198079<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.352941<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.142857<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.333333<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">11<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">16<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.214286<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.215152<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.266667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.333333<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.181818<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">12<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.321429<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.347346<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.222222<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.363636<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.421053<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.333333<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.285714<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.327734<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.428571<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.4<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.153846<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.444444<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">14<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">22<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.285714<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.314269<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.363636<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.461538<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.166667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.363636<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">15<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">27<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.247024<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.375<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.2<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.444444<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">16<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">11<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.199038<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.153846<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.375<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">17<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.178571<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.188383<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.166667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.307692<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.142857<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.166667<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">18<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">22<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.235819<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.375<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.333333<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.235294<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">26<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.357143<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.347905<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.363636<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.380952<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.375<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">12<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.321429<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.309524<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.444444<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.333333<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.444444<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">21<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">15<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.357143<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.363509<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.266667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.6<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.347826<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">22<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">17<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.285714<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.280068<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.181818<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.363636<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.347826<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.181818<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">23<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.285714<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.278788<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.266667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.545455<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.133333<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.266667<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">24<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">21<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.255102<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.166667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.5<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.142857<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.285714<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">25<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">22<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.255364<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.461538<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.266667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.285714<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">26<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">23<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.214286<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.214556<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.181818<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.266667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.375<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">27<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">29<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.178571<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.150794<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.222222<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.333333<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">28<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">11<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.321429<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.288265<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.5<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.428571<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">29<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.357143<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.35454<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.166667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.5<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.315789<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.461538<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">30<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">16<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.285714<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.314199<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.307692<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.5<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.210526<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.307692<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">31<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.321429<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.294334<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.375<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.380952<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.363636<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">32<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">8<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.285714<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.229592<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.142857<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.428571<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.5<\/strong><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">33<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.208929<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.266667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.333333<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.375<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">34<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">15<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.226679<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.181818<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.266667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.153846<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.352941<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">35<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.285714<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.278414<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.142857<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.5<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.153846<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">36<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">45<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.321429<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.268797<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.166667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.666667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.421053<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">37<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">53<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.392857<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.347368<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.4<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.8<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.421053<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">38<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">57<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.285714<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.27551<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.285714<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.666667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.333333<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">39<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">65<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.321429<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.3<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.4<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.6<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">40<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">10<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.285714<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.261735<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.571429<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">41<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.178571<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.151648<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.307692<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.4<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">42<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">16<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.357143<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.345549<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.434783<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.5<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.166667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">43<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.254175<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.444444<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.153846<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.235294<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">44<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.219388<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.166667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.571429<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.285714<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">45<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">28<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.233707<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.363636<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.153846<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.470588<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">46<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">29<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.257542<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.181818<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.363636<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.153846<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">47<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">40<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.214286<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.224097<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.5<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.142857<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.307692<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">48<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">11<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.285714<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.305382<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.363636<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.545455<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.125<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.307692<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">49<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.260902<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.2<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.5<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.210526<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.166667<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">50<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">22<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.214286<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.222715<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.235294<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.4<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.133333<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.181818<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">51<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">40<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.285714<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.241758<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.461538<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.4<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<\/details>\n<details class=\"spoiler\">\n<summary> \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0434\u043b\u044f \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u0430 repv <\/summary>\n<div class=\"spoiler__content\">\n<div>\n<div class=\"table\">\n<table>\n<tbody>\n<tr>\n<th>\n<p align=\"left\">\n<\/th>\n<th>\n<p align=\"left\">experiment<\/p>\n<\/th>\n<th>\n<p align=\"left\">epoch<\/p>\n<\/th>\n<th>\n<p 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align=\"left\">0.336134<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.551351<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.493075<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.234375<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">2<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.380835<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.388699<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.306306<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.484472<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.392523<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.344498<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">3<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.395577<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.399204<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.288288<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.462428<\/p>\n<\/td>\n<td>\n<p 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align=\"left\">emov1_ce_weight_smoouth_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">11<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.398034<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.394718<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.254902<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.471264<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.497354<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.21875<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">29<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.410319<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.403769<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.307692<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.465409<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.498741<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.225564<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">30<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">16<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.383292<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.388354<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.272727<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.476821<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.47619<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.211268<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">31<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.39312<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.397878<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.285714<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.4875<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.481481<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.225352<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">32<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">8<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.388206<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.395059<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.296875<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.472527<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.40625<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.366864<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">33<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.375921<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.381504<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.35<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.42623<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.379747<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.362637<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">34<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">15<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.375921<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.383793<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.325203<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.407186<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.388889<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.393443<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">35<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.324324<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.334577<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.275362<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.423913<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.323232<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.309524<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">36<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">45<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.380835<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.399102<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.294737<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.430108<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.432258<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.379888<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">37<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">53<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.400491<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.421002<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.302521<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.410596<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.478528<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.40678<\/strong><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">38<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">57<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.405405<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.424267<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.336283<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.444444<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.487252<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.345324<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">39<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">65<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.41769<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.433215<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.338983<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.493506<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.458716<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.391534<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">40<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">10<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.378378<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.392196<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.336449<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.497238<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.42515<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.261438<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">41<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.361179<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.37965<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.304762<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.449438<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.428152<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.268657<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">42<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">16<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.361179<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.376119<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.423077<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.384<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.410405<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.265734<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">43<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.36855<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.388047<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.3<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.414286<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.433526<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.337349<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">44<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.339066<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.351732<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.213592<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.402174<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.44186<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.225806<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">45<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">28<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.388206<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.405904<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.357724<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.427481<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.448864<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.33526<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">46<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">29<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.395577<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.407388<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.333333<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.459627<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.461538<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.302632<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">47<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">40<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.375921<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.393167<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.314815<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.433735<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.459302<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.28<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">48<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">11<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.383292<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.357075<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.272727<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.316667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.493274<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.193548<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">49<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.407862<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.356708<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.288462<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.275229<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.534447<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.141593<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">50<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">22<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.400491<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.354917<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.276923<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.372881<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.522876<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0645161<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">51<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">40<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.422604<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.387699<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.197802<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.428571<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.530337<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.206897<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<\/details>\n<details class=\"spoiler\">\n<summary> \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0434\u043b\u044f \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u0430 resd <\/summary>\n<div class=\"spoiler__content\">\n<div>\n<div class=\"table\">\n<table>\n<tbody>\n<tr>\n<th>\n<p align=\"left\">\n<\/th>\n<th>\n<p align=\"left\">experiment<\/p>\n<\/th>\n<th>\n<p align=\"left\">epoch<\/p>\n<\/th>\n<th>\n<p align=\"left\">accuracy<\/p>\n<\/th>\n<th>\n<p align=\"left\">f1_weighted<\/p>\n<\/th>\n<th>\n<p align=\"left\">happy_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">disgusted_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">angry_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">fearful_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">other_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">neutral_f1<\/p>\n<\/th>\n<th>\n<p align=\"left\">sad_f1<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">0<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">10<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.217857<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.145613<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.247788<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.390977<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.256757<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0909091<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">1<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">16<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.242857<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.157459<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.283186<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.42735<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.3375<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">2<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.267857<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.205569<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.315789<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.455446<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0425532<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.333333<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.282609<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">3<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.257143<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.185994<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.311111<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.471429<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0754717<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.296296<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.105263<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">4<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_baseline_aam<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.217857<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.146563<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.242424<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.333333<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.347222<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0784314<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">5<\/p>\n<\/td>\n<td>\n<p 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align=\"left\">0.166667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.585366<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25974<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0465116<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.293333<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.212766<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">28<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">11<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.253571<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.211748<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.101266<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0526316<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.487395<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.356164<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0888889<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.312057<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">29<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.211817<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.1875<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.181818<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.409449<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.119403<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.206897<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.333333<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">30<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">16<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.275<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.246729<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.30303<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.125<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.444444<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.246154<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.208333<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.32<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">31<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_am<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.260714<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.219438<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.207792<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.212121<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.416667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.222222<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0930233<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.326241<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">32<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">8<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.289286<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.247354<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.215686<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.15<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.494624<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.328125<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.385321<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0952381<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">33<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.307143<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.260678<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.243478<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.505747<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.362319<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0465116<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.425532<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.177778<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">34<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">15<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.289286<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.27322<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.130435<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.537634<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.298851<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.137931<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.339286<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.16129<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">35<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.303571<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.281431<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.175824<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.615385<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.36478<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.12766<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.307692<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.047619<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">36<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">45<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.257143<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.173133<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.126984<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.521008<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.166667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.328042<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">37<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">53<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.25<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.20484<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.288462<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.394366<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.270677<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0465116<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.349206<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">38<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">57<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.260714<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.245691<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.197531<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.196078<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.505495<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.243902<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.142857<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.366197<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">39<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_raam_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">65<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.257143<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.209412<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.241758<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0512821<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.460177<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.241935<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.349515<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0526316<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">40<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">10<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.278571<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.218254<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.215054<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.556701<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.311111<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.346154<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">41<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">13<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.314286<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.279572<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.29703<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.212766<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.62069<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.314815<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.321168<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.114286<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">42<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">16<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.307143<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.271159<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.355828<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.196078<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.474576<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.350515<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.380952<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0588235<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">43<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.282143<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.257227<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.289474<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.153846<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.586667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.336449<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.289474<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0512821<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">44<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">20<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.242857<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.138381<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0677966<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.468966<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0888889<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.304569<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">45<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">28<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.235714<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.169549<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.325581<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.358209<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0851064<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.327869<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.047619<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">46<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">29<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.239286<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.19899<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.264151<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.416667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.08<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.123077<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.333333<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.142857<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">47<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_ce_weight_smoouth_baseline_ram_stats<\/p>\n<\/td>\n<td>\n<p align=\"left\">40<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.228571<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.174131<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.333333<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0526316<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.35443<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.282353<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.181818<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">48<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">11<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.203571<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.142829<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.129032<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.28125<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0416667<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.30137<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.047619<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.173913<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">49<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">19<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.267857<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.227227<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.190476<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.326923<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0425532<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.369863<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.258065<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.333333<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0512821<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">50<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">22<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.307143<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.266235<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.222222<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.335135<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.153846<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.466019<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0952381<\/p>\n<\/td>\n<td>\n<p align=\"left\"><strong>0.451613<\/strong><\/p>\n<\/td>\n<td>\n<p align=\"left\">0.114286<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p align=\"left\">51<\/p>\n<\/td>\n<td>\n<p align=\"left\">emov1_russain_ce_weight_smoouth_baseline_raam_stats_765<\/p>\n<\/td>\n<td>\n<p align=\"left\">40<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.289286<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.243765<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.153846<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.360656<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.145455<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.452055<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.202899<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.3<\/p>\n<\/td>\n<td>\n<p align=\"left\">0.0588235<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n<\/details>\n<p><code>TSNE<\/code>-\u0432\u0438\u0437\u0443\u043b\u0430\u0437\u0438\u0446\u0438\u0438 \u0434\u043b\u044f <code>baseline<\/code> + \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u043f\u043e\u0442\u0435\u0440\u044c<\/p>\n<details class=\"spoiler\">\n<summary> am-softmax <\/summary>\n<div class=\"spoiler__content\">\n<figure class=\"\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/webt\/ee\/rz\/nr\/eerznr3-wsdgsvqnwzlr8ynihti.png\" sizes=\"(max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/webt\/ee\/rz\/nr\/eerznr3-wsdgsvqnwzlr8ynihti.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/webt\/ee\/rz\/nr\/eerznr3-wsdgsvqnwzlr8ynihti.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<figure class=\"\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/webt\/ws\/c4\/ie\/wsc4iezufsh5c9ma1628-h8s35q.png\" sizes=\"(max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/webt\/ws\/c4\/ie\/wsc4iezufsh5c9ma1628-h8s35q.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/webt\/ws\/c4\/ie\/wsc4iezufsh5c9ma1628-h8s35q.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<figure class=\"\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/webt\/uf\/7c\/v-\/uf7cv-r6smckjupbpih0nxwqweu.png\" sizes=\"(max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/webt\/uf\/7c\/v-\/uf7cv-r6smckjupbpih0nxwqweu.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/webt\/uf\/7c\/v-\/uf7cv-r6smckjupbpih0nxwqweu.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<\/div>\n<\/details>\n<details class=\"spoiler\">\n<summary> aam-softmax <\/summary>\n<div class=\"spoiler__content\">\n<figure class=\"\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/webt\/_h\/pn\/_y\/_hpn_y0e7b0sht5w5x5euvrs28i.png\" sizes=\"(max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/webt\/_h\/pn\/_y\/_hpn_y0e7b0sht5w5x5euvrs28i.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/webt\/_h\/pn\/_y\/_hpn_y0e7b0sht5w5x5euvrs28i.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<figure class=\"\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/webt\/do\/bu\/nl\/dobunlnjzwvubxx4oymbqd3pvee.png\" sizes=\"(max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/webt\/do\/bu\/nl\/dobunlnjzwvubxx4oymbqd3pvee.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/webt\/do\/bu\/nl\/dobunlnjzwvubxx4oymbqd3pvee.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<figure class=\"\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/webt\/x5\/ld\/ra\/x5ldrayaxpqu0ggwdnby6royshm.png\" sizes=\"(max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/webt\/x5\/ld\/ra\/x5ldrayaxpqu0ggwdnby6royshm.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/webt\/x5\/ld\/ra\/x5ldrayaxpqu0ggwdnby6royshm.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<\/div>\n<\/details>\n<details class=\"spoiler\">\n<summary> ram-softmax <\/summary>\n<div class=\"spoiler__content\">\n<figure class=\"\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/webt\/2a\/pd\/o_\/2apdo_90fu98oekl2dtqpiadvtc.png\" sizes=\"(max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/webt\/2a\/pd\/o_\/2apdo_90fu98oekl2dtqpiadvtc.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/webt\/2a\/pd\/o_\/2apdo_90fu98oekl2dtqpiadvtc.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<figure class=\"\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/webt\/ig\/60\/v4\/ig60v4srjthptpqqocoqgqz7za8.png\" sizes=\"(max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/webt\/ig\/60\/v4\/ig60v4srjthptpqqocoqgqz7za8.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/webt\/ig\/60\/v4\/ig60v4srjthptpqqocoqgqz7za8.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<figure class=\"\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/webt\/gg\/_c\/an\/gg_cangmlghb8bvf1d-c-cdwnie.png\" sizes=\"(max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/webt\/gg\/_c\/an\/gg_cangmlghb8bvf1d-c-cdwnie.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/webt\/gg\/_c\/an\/gg_cangmlghb8bvf1d-c-cdwnie.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<\/div>\n<\/details>\n<details class=\"spoiler\">\n<summary> raam-softmax <\/summary>\n<div class=\"spoiler__content\">\n<figure class=\"\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/webt\/yc\/pi\/n2\/ycpin2wy1tgzczcnqdf4njt04kc.png\" sizes=\"(max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/webt\/yc\/pi\/n2\/ycpin2wy1tgzczcnqdf4njt04kc.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/webt\/yc\/pi\/n2\/ycpin2wy1tgzczcnqdf4njt04kc.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<figure class=\"\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/webt\/xv\/lk\/mi\/xvlkmiys-xfwbp2dqrepkncrt9m.png\" sizes=\"(max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/webt\/xv\/lk\/mi\/xvlkmiys-xfwbp2dqrepkncrt9m.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/webt\/xv\/lk\/mi\/xvlkmiys-xfwbp2dqrepkncrt9m.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<figure class=\"\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/webt\/kn\/vo\/5b\/knvo5bohyhyrmfcgzdro3xxxllw.png\" sizes=\"(max-width: 780px) 100vw, 50vw\" srcset=\"https:\/\/habrastorage.org\/r\/w780\/webt\/kn\/vo\/5b\/knvo5bohyhyrmfcgzdro3xxxllw.png 780w,&#10;       https:\/\/habrastorage.org\/r\/w1560\/webt\/kn\/vo\/5b\/knvo5bohyhyrmfcgzdro3xxxllw.png 781w\" loading=\"lazy\" decode=\"async\"\/><\/figure>\n<\/div>\n<\/details>\n<p>p.s. <a href=\"https:\/\/t.me\/decent_researcher\" rel=\"noopener noreferrer nofollow\">\u043f\u043e\u0434\u043f\u0438\u0448\u0438\u0441\u044c<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><!----><!----><\/div>\n<p><!----><!----><br \/> \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u043e\u0440\u0438\u0433\u0438\u043d\u0430\u043b \u0441\u0442\u0430\u0442\u044c\u0438 <a href=\"https:\/\/habr.com\/ru\/articles\/935802\/\"> https:\/\/habr.com\/ru\/articles\/935802\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<div><!--[--><!--]--><\/div>\n<div id=\"post-content-body\">\n<div>\n<div class=\"article-formatted-body article-formatted-body article-formatted-body_version-2\">\n<div xmlns=\"http:\/\/www.w3.org\/1999\/xhtml\">\n<p>\u041c\u043e\u0434\u0435\u043b\u044c \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u044d\u043c\u043e\u0446\u0438\u0439 \u0432 \u0440\u0435\u0447\u0438 <code>GigaAM-Emo<\/code> \u0443\u043c\u0435\u0435\u0442 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u0442\u044c 4 \u044d\u043c\u043e\u0446\u0438\u0438: <code>angry<\/code>,\u00a0<code>sad<\/code>,\u00a0<code>neutral<\/code>,\u00a0<code>positive<\/code>. \u0414\u043b\u044f \u043d\u0435\u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u0431\u044b\u0432\u0430\u0435\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u0442\u044c 4 \u043a\u043b\u0430\u0441\u0441\u0430 \u0438 \u0432\u043e\u0437\u043d\u0438\u043a\u0430\u0435\u0442 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u044f \u044d\u0442\u043e\u0433\u043e \u0441\u043f\u0438\u0441\u043a\u0430. \u0412 \u0434\u0430\u043d\u043d\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u043c\u044b \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c:<\/p>\n<ul>\n<li>\n<p>\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043d\u043d\u044b\u0445, \u043f\u0440\u0435\u0434\u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044b\u0445 \u0434\u043b\u044f \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u044d\u043c\u043e\u0446\u0438\u0439;<\/p>\n<\/li>\n<li>\n<p>\u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u043d\u043d\u043e\u0433\u043e \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u0430\u00a0\u0434\u043b\u044f \u0434\u043e\u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f <code>GigaAM<\/code> \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u00a0<code>hydra<\/code>\u00a0\u0438\u00a0<code>Pytorch Lightning<\/code>;<\/p>\n<\/li>\n<li>\n<p>\u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432 \u0441 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u043c\u0438 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430\u043c\u0438 \u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u044f\u043c\u0438 \u043f\u043e\u0442\u0435\u0440\u044c.<\/p>\n<\/li>\n<\/ul>\n<p>\u0414\u0435\u043c\u043e \u043c\u043e\u0436\u043d\u043e \u043f\u043e\u043f\u0440\u043e\u0431\u043e\u0432\u0430\u0442\u044c <a href=\"https:\/\/huggingface.co\/spaces\/simba9\/speech_emotion_recognition\" rel=\"noopener noreferrer nofollow\">\u0442\u0443\u0442<\/a><\/p>\n<h3>\u0414\u0430\u043d\u043d\u044b\u0435<\/h3>\n<p>\u041e\u0442\u043a\u0440\u044b\u0442\u044b\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 \u0434\u043b\u044f \u0437\u0430\u0434\u0430\u0447\u0438 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u044d\u043c\u043e\u0446\u0438\u0439 \u0432 \u0440\u0443\u0441\u0441\u043a\u043e\u0439 \u0440\u0435\u0447\u0438 \u043d\u0435 \u0442\u0430\u043a \u043c\u043d\u043e\u0433\u043e: <code>dusha<\/code> \u0438 \u0442\u0440\u0438 \u043d\u0435\u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 &#8212; <code>resd<\/code>, <code>repv<\/code>, <code>repv-s<\/code>, \u0441\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0445 \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u043f\u0440\u043e\u0435\u043a\u0442\u0430 <a href=\"https:\/\/github.com\/aniemore\/Aniemore\" rel=\"noopener noreferrer nofollow\">Aniemore<\/a>.  \u041d\u0430 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u043c \u044f\u0437\u044b\u043a\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0431\u043e\u043b\u044c\u0448\u0435. \u0412\u043e\u0437\u044c\u043c\u0451\u043c \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u0430\u043c\u044b\u0435 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0435: <code>esd<\/code>, <code>expresso<\/code>, <code>msp podcast<\/code>. \u0422\u0430\u043a \u0436\u0435 \u0431\u0443\u0434\u0435\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043d\u0435\u0431\u043e\u043b\u044c\u0448\u043e\u0439 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u043a\u043e\u0440\u043f\u0443\u0441 \u0434\u0430\u043d\u043d\u044b\u0445 <code>dialogs<\/code>. \u041d\u0438\u0436\u0435 \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0435\u043d\u044b \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u0435\u0435.<\/p>\n<ul>\n<li>\n<p><code>RESD_Annotated<\/code>, <code>REPV<\/code>, <code>REPV-S<\/code>. <code>RESD_Annotated<\/code> &#8212; 7 \u044d\u043c\u043e\u0446\u0438\u0439 (<code>angry<\/code>, <code>sad<\/code>, <code>neutral<\/code>, <code>happy<\/code>, <code>fearful<\/code>, <code>disgusted<\/code>, <code>enthusiasm<\/code>), 4 \u0447\u0430\u0441\u0430 \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0434\u0438\u0430\u043b\u043e\u0433\u043e\u0432, \u0447\u0438\u0441\u043b\u043e \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0435\u0439 1396<\/p>\n<\/li>\n<\/ul>\n<details class=\"spoiler\">\n<summary> \u0414\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u044d\u043c\u043e\u0446\u0438\u0439 \u0434\u043b\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 RESD <\/summary>\n<div class=\"spoiler__content\">\n<figure class=\"\"><\/figure>\n<\/div>\n<\/details>\n<ul>\n<li>\n<p><code>REPV<\/code> &#8212; 5 \u044d\u043c\u043e\u0446\u0438\u0439 (<code>angry<\/code>, <code>sad<\/code>, <code>happy<\/code>, <code>enthusiasm<\/code>, <code>tired<\/code>), \u0433\u043e\u043b\u043e\u0441\u043e\u0432\u044b\u0435 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u044f, 200 \u0430\u043a\u0442\u0435\u0440\u043e\u0432, 2 \u043d\u0435\u0439\u0442\u0440\u0430\u043b\u044c\u043d\u044b\u0435 \u0444\u0440\u0430\u0437\u044b, 2035 \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0435\u0439<\/p>\n<\/li>\n<\/ul>\n<details class=\"spoiler\">\n<summary> \u0414\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u044d\u043c\u043e\u0446\u0438\u0439 \u0434\u043b\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 REPV <\/summary>\n<div class=\"spoiler__content\">\n<figure class=\"\"><\/figure>\n<\/div>\n<\/details>\n<ul>\n<li>\n<p><code>REPV-S<\/code> &#8212; 5 \u044d\u043c\u043e\u0446\u0438\u0439 (<code>angry<\/code>, <code>sad<\/code>, <code>happy<\/code>, <code>enthusiasm<\/code>, <code>tired<\/code>), \u0433\u043e\u043b\u043e\u0441\u043e\u0432\u044b\u0435 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u044f, &#171;\u041f\u0440\u0438\u0432\u0435\u0442, \u043a\u0430\u043a \u0434\u0435\u043b\u0430?&#187; \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u044d\u043c\u043e\u0446\u0438\u044f\u043c\u0438, 140 \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0435\u0439.<\/p>\n<\/li>\n<\/ul>\n<details class=\"spoiler\">\n<summary> \u0414\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u044d\u043c\u043e\u0446\u0438\u0439 \u0434\u043b\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 REPV-S  <\/summary>\n<div class=\"spoiler__content\">\n<figure class=\"\"><\/figure>\n<\/div>\n<\/details>\n<details class=\"spoiler\">\n<summary> \u0417\u0434\u0435\u0441\u044c \u0430\u0432\u0442\u043e\u0440 \u0441\u0442\u0430\u0442\u044c\u0438 \u043d\u0435\u043c\u043d\u043e\u0433\u043e \u043d\u0435\u0433\u043e\u0434\u0443\u0435\u0442 \u043e\u0442 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 Aniemore <\/summary>\n<div class=\"spoiler__content\">\n<p>\u0427\u0442\u043e \u043d\u0435 \u043f\u043e\u043d\u0440\u0430\u0432\u0438\u043b\u043e\u0441\u044c:<\/p>\n<ol>\n<li>\n<p>\u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u043e\u0434\u043d\u043e\u043e\u0431\u0440\u0430\u0437\u043d\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0432 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u043f\u0430\u0440\u043a\u0435\u0442\u0430\u0445 (\u043d\u0435 \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u0438\u043c\u0435\u0435\u0442\u0441\u044f \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u0430\u044f \u0430\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f, <u>\u043f\u043e\u043b\u0430<\/u>, \u0433\u0434\u0435-\u0442\u043e \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0442 \u043a\u0430\u043a\u0438\u0435-\u0442\u043e \u043a\u043b\u044e\u0447\u0438).<\/p>\n<\/li>\n<li>\n<p>\u0414\u0430\u043d\u043d\u044b\u0435 \u0438\u043c\u0435\u044e\u0442 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u0443\u044e \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u0434\u0438\u0441\u043a\u0440\u0435\u0442\u0438\u0437\u0430\u0446\u0438\u0438, \u0434\u0430\u0436\u0435 \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u043e\u0434\u043d\u043e\u0433\u043e \u043f\u0430\u0440\u043a\u0435\u0442\u0430. \u0412 \u043d\u0435\u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043c\u0435\u0441\u0442\u0430\u0445 \u0447\u0430\u0441\u0442\u043e\u0442\u0430 \u0434\u0438\u0441\u043a\u0440\u0435\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0432\u043e\u0432\u0441\u0435 \u043d\u0435 \u0443\u043a\u0430\u0437\u0430\u043d\u0430.<\/p>\n<\/li>\n<li>\n<p>\u041e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u0441\u043f\u0438\u043a\u0435\u0440\u0430.<\/p>\n<\/li>\n<li>\n<p>\u0420\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0435 \u043a\u043b\u0430\u0441\u0441\u044b \u044d\u043c\u043e\u0446\u0438\u0439 (\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e, \u0441 \u0434\u0440\u0443\u0433\u043e\u0439 \u0441\u0442\u043e\u0440\u043e\u043d\u044b, \u044d\u0442\u043e \u0438 \u043d\u0435\u043f\u043b\u043e\u0445\u043e).<\/p>\n<\/li>\n<\/ol>\n<p>\u041f\u0440\u0438\u043c\u0435\u0440\u044b: <\/p>\n<details class=\"spoiler\">\n<summary> Aniemore\/resd_annotated <\/summary>\n<div class=\"spoiler__content\">\n<pre><code>train: Dataset({     features: ['name', 'path', 'speech', 'text', 'emotion'],     num_rows: 1116 }) {'name': '32_happiness_enthusiasm_h_120',  'path': 'happiness_enthusiasm_32\/32_happiness_enthusiasm_h_120.wav',  'speech': {'path': '32_happiness_enthusiasm_h_120.wav',   'array': array([-0.00018311, -0.00061035, -0.00076294, ...,  0.00085449,           0.00048828,  0.00030518]),   'sampling_rate': 16000},  'text': '\u041a\u043e\u043d\u0435\u0447\u043d\u043e, \u0440\u0430\u0441\u0441\u043a\u0430\u0436\u0443, \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e. \u041e\u0439, \u0441\u0435\u0439\u0447\u0430\u0441 \u0440\u0430\u0441\u0441\u043a\u0430\u0436\u0443.',  'emotion': 'happiness'} <\/code><\/pre>\n<\/div>\n<\/details>\n<details class=\"spoiler\">\n<summary>Aniemore\/REPV-S<\/summary>\n<div class=\"spoiler__content\">\n<pre><code>train: Dataset({     features: ['path', 'file', 'gender', 'emotion', 'speech'],     num_rows: 112 }) {'path': '\/content\/drive\/MyDrive\/SocialCode\/emotions\/enthusiasm\/m\/\u041c14.mp3',  'file': '\u041c14.mp3',  'gender': 'm',  'emotion': 'enthusiasm',  'speech': [5.221595984039595e-06,   8.369257557205856e-06, ... ]} <\/code><\/pre>\n<\/div>\n<\/details>\n<details class=\"spoiler\">\n<summary>Aniemore\/REPV<\/summary>\n<div class=\"spoiler__content\">\n<pre><code>train: Dataset({     features: ['path', 'file', 'gender', 'emotion', 'speech'],     num_rows: 1628 }) {'path': '\/content\/drive\/MyDrive\/SocialCode\/emotions2000\/sadness\/f\/\u0436\u0435\u043d.\u043b\u0435\u0441 (2)_01.mp3',  'file': '\u0436\u0435\u043d.\u043b\u0435\u0441 (2)_01.mp3',  'gender': 'f',  'emotion': 'sadness',  'speech': [-1.4211690313459258e-07,   1.2882625810561876e-07,   -1.2283784656119678e-07,   1.1345710504429007e-07, ...]} <\/code><\/pre>\n<\/div>\n<\/details>\n<p>\u0425\u043e\u0442\u0435\u043b\u043e\u0441\u044c, \u0447\u0442\u043e\u0431\u044b \u0432\u0441\u0435 \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0438 \u0431\u044b\u043b\u0438 \u043e\u0434\u043d\u043e\u0439 \u0447\u0430\u0441\u0442\u043e\u0442\u044b \u0434\u0438\u0441\u043a\u0440\u0435\u0442\u0438\u0437\u0430\u0446\u0438\u0438 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440 44.1kHz), \u0438 \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0439 \u0431\u044b\u043b\u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435: <code>audio_path<\/code>, <code>speaker_id<\/code>, <code>text<\/code>, <code>gender<\/code>, <code>emotion<\/code>.<\/p>\n<\/div>\n<\/details>\n<ul>\n<li>\n<p><a href=\"https:\/\/github.com\/salute-developers\/golos\/tree\/master\/dusha\" rel=\"noopener noreferrer nofollow\">dusha<\/a> &#8212; \u043d\u0430 \u0440\u0443\u0441\u0441\u043a\u043e\u043c \u044f\u0437\u044b\u043a\u0435, \u0430\u0432\u0442\u043e\u0440\u044b \u0432\u044b\u0434\u0435\u043b\u044f\u044e\u0442 4 \u044d\u043c\u043e\u0446\u0438\u0438 (<code>positive<\/code>, <code>angry<\/code>, <code>sad<\/code>, <code>neutral<\/code>), 2061 \u0441\u043f\u0438\u043a\u0435\u0440\u043e\u0432, 160566 \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0435\u0439.<\/p>\n<\/li>\n<\/ul>\n<details class=\"spoiler\">\n<summary> \u0414\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u044d\u043c\u043e\u0446\u0438\u0439 \u0434\u043b\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 dusha <\/summary>\n<div class=\"spoiler__content\">\n<figure class=\"\"><\/figure>\n<\/div>\n<\/details>\n<ul>\n<li>\n<p><a href=\"https:\/\/paperswithcode.com\/dataset\/msp-podcast\" rel=\"noopener noreferrer nofollow\">msp podcast<\/a> &#8212; \u043d\u0430 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u043c \u044f\u0437\u044b\u043a\u0435, \u0430\u0432\u0442\u043e\u0440\u044b \u0432\u044b\u0434\u0435\u043b\u044f\u044e\u0442 10 \u044d\u043c\u043e\u0446\u0438\u0439(<code>angry<\/code>, <code>sad<\/code>, <code>neutral<\/code>, <code>happy<\/code>, <code>contempt<\/code>, <code>surprised<\/code>, <code>disgusted<\/code>, <code>fearful<\/code>, <code>other<\/code>, <code>no agreement<\/code>), 1859 \u0441\u043f\u0438\u043a\u0435\u0440\u043e\u0432, 88175 \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0435\u0439.<\/p>\n<\/li>\n<\/ul>\n<details class=\"spoiler\">\n<summary> \u0414\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u044d\u043c\u043e\u0446\u0438\u0439 \u0434\u043b\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 msp podcast <\/summary>\n<div class=\"spoiler__content\">\n<figure class=\"\"><\/figure>\n<\/div>\n<\/details>\n<ul>\n<li>\n<p><a href=\"https:\/\/arxiv.org\/pdf\/2308.05725\" rel=\"noopener noreferrer nofollow\">expresso<\/a> &#8212; \u043d\u0430 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u043c \u044f\u0437\u044b\u043a\u0435, \u0430\u0432\u0442\u043e\u0440\u044b \u0432\u044b\u0434\u0435\u043b\u044f\u044e\u0442 10 \u043c\u043e\u0434\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0435\u0439 \u043f\u0440\u043e\u0438\u0437\u043d\u043e\u0448\u0435\u043d\u0438\u044f (<code>confused<\/code>, <code>neutral<\/code>, <code>emphasis<\/code>, <code>essentials<\/code>, <code>longform<\/code>, <code>enunciated<\/code>, <code>happy<\/code>, <code>laughing<\/code>, <code>sad<\/code>,  <code>singing<\/code>, <code>whisper<\/code>), 4 \u0441\u043f\u0438\u043a\u0435\u0440\u0430, 11615 &#8212; \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0435\u0439.<\/p>\n<\/li>\n<\/ul>\n<details class=\"spoiler\">\n<summary> \u0414\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u044d\u043c\u043e\u0446\u0438\u0439 \u0434\u043b\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 expresso <\/summary>\n<div class=\"spoiler__content\">\n<figure class=\"\"><\/figure>\n<\/div>\n<\/details>\n<ul>\n<li>\n<p><a href=\"https:\/\/paperswithcode.com\/dataset\/esd\" rel=\"noopener noreferrer nofollow\">esd<\/a> &#8212; \u043d\u0430 \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u043e\u043c \u044f\u0437\u044b\u043a\u0435, \u0430\u0432\u0442\u043e\u0440\u044b \u0432\u044b\u0434\u0435\u043b\u044f\u044e\u0442 5 \u044d\u043c\u043e\u0446\u0438\u0439 (<code>angry<\/code>, <code>sad<\/code>, <code>neutral<\/code>, <code>happy<\/code>, <code>surprised<\/code>), 10 \u0441\u043f\u0438\u043a\u0435\u0440\u043e\u0432 (5 \u043c\u0443\u0436\u0447\u0438\u043d, 5 \u0436\u0435\u043d\u0449\u0438\u043d), \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u044b\u0435 \u0444\u0440\u0430\u0437\u044b \u0441 \u0440\u0430\u0437\u043d\u043e\u0439 \u044d\u043c\u043e\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0439 \u043e\u043a\u0440\u0430\u0441\u043a\u043e\u0439, 17500 &#8212; \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0435\u0439.<\/p>\n<\/li>\n<\/ul>\n<details class=\"spoiler\">\n<summary> \u0414\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u044d\u043c\u043e\u0446\u0438\u0439 \u0434\u043b\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 ESD <\/summary>\n<div class=\"spoiler__content\">\n<figure class=\"\"><\/figure>\n<\/div>\n<\/details>\n<ul>\n<li>\n<p><code>dialogs<\/code> &#8212; \u043d\u0435\u0431\u043e\u043b\u044c\u0448\u043e\u0439 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0437\u0430\u043a\u0440\u044b\u0442\u044b\u0439 \u043a\u043e\u0440\u043f\u0443\u0441 \u0434\u0430\u043d\u043d\u044b\u0445, \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u044b 7 \u044d\u043c\u043e\u0446\u0438\u0439 (<code>angry<\/code>, <code>sad<\/code>, <code>neutral<\/code>, <code>happy<\/code>, <code>surprised<\/code>, <code>disgusted<\/code>, <code>fearful<\/code>), \u0433\u0434\u0435 2 \u0441\u043f\u0438\u043a\u0435\u0440\u0430, ~2200 \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0435\u0439.<\/p>\n<\/li>\n<\/ul>\n<details class=\"spoiler\">\n<summary> \u0414\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u044d\u043c\u043e\u0446\u0438\u0439 \u0434\u043b\u044f \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 dialogs <\/summary>\n<div class=\"spoiler__content\">\n<figure class=\"\"><\/figure>\n<\/div>\n<\/details>\n<p>\u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u043c\u0441\u044f \u0441 \u0446\u0435\u043b\u0435\u0432\u044b\u043c\u0438 \u043a\u043b\u0430\u0441\u0441\u0430\u043c\u0438. \u0412 \u0431\u043e\u043b\u044c\u0448\u0438\u043d\u0441\u0442\u0432\u0435 \u043a\u043e\u0440\u043f\u0443\u0441\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445 \u0434\u043b\u044f \u0437\u0430\u0434\u0430\u0447 \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u044d\u043c\u043e\u0446\u0438\u0439 \u0432 \u0440\u0435\u0447\u0438 \u0432\u044b\u0434\u0435\u043b\u044f\u044e\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u043a\u043b\u0430\u0441\u0441\u044b:\u00a0<code>angry<\/code>,\u00a0<code>sad<\/code>,\u00a0<code>neutral<\/code>,\u00a0<code>happy<\/code>,\u00a0<code>surprised<\/code>,\u00a0<code>fearful<\/code>,\u00a0<code>disgusted<\/code> &#8212; \u0438\u043c\u0435\u043d\u043d\u043e \u0438\u0445 \u0431\u0443\u0434\u0435\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0446\u0435\u043b\u0435\u0432\u044b\u0445 \u043a\u043b\u0430\u0441\u0441\u043e\u0432. \u0412\u0441\u0435 \u043e\u0441\u0442\u0430\u043b\u044c\u043d\u044b\u0435 \u044d\u043c\u043e\u0446\u0438\u0438 \/ \u043c\u043e\u0434\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u0440\u0435\u0447\u0438 \u043e\u0442\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u043c \u0432 \u043a\u043b\u0430\u0441\u0441\u00a0<code>other<\/code>.<br \/> \u0412 \u0441\u0438\u043b\u0443 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0439 \u043f\u043e \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0443 \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0440\u0435\u0441\u0443\u0440\u0441\u043e\u0432, \u0432\u044b\u043a\u0438\u043d\u0435\u043c \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0438, \u0434\u043b\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0431\u043e\u043b\u0435\u0435 10 \u0441\u0435\u043a\u0443\u043d\u0434.<br \/> \u041f\u0440\u043e\u0439\u0434\u0451\u043c\u0441\u044f \u043f\u043e \u043a\u0430\u0436\u0434\u043e\u043c\u0443 \u043a\u043e\u0440\u043f\u0443\u0441\u0443 \u0434\u0430\u043d\u043d\u044b\u0445 \u0434\u0435\u0442\u0430\u043b\u044c\u043d\u043e:<\/p>\n<ul>\n<li>\n<p><code>dusha<\/code>\u00a0&#8212; \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0432\u043e\u0437\u044c\u043c\u0435\u043c \u043f\u043e 5000 \u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u043a\u0430\u0436\u0434\u043e\u0439 \u044d\u043c\u043e\u0446\u0438\u0438.  \u0414\u043b\u044f \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u0442\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u044b \u0430\u0432\u0442\u043e\u0440\u0430\u043c\u0438 \u0434\u043b\u044f \u043e\u0446\u0435\u043d\u043a\u0438 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u043c\u043e\u0434\u0435\u043b\u0438;<\/p>\n<\/li>\n<li>\n<p><code>resd<\/code>, <code>repv<\/code>, <code>repv-s<\/code>\u00a0&#8212; \u0431\u0435\u0440\u0451\u043c \u0432\u0441\u0435 \u0434\u0430\u043d\u043d\u044b\u0435, \u0440\u0430\u0437\u0431\u0438\u0432\u0430\u0435\u043c \u043d\u0430 <code>train\/test<\/code>, \u0432 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0438 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u043c \u0438\u043c\u0438 \u0440\u0430\u0437\u0431\u0438\u0435\u043d\u0438\u0435\u043c;<\/p>\n<\/li>\n<li>\n<p><code>expresso<\/code> &#8212; \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u0438\u043c \u043a\u043b\u0430\u0441\u0441\u044b <code>laughing<\/code> \u0438 <code>happy<\/code>, \u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043c \u043d\u0430 \u043e\u0431\u0443\u0447\u0430\u044e\u0449\u0443\u044e \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u043e\u043d\u043d\u0443\u044e \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c\u00a0\u00a0<code>df_train, df_test = train_test_split(df, test_size=0.1, stratify=df['emotion'], random_state=42)<\/code>;<\/p>\n<\/li>\n<li>\n<p><code>msp_podcast<\/code>\u00a0&#8212; \u043e\u0442\u0444\u0438\u043b\u044c\u0442\u0440\u0443\u0435\u043c \u0441\u0442\u0440\u043e\u043a\u0438, \u0433\u0434\u0435\u00a0<code>emoact<\/code> &lt;= 3.5\u00a0(<code>emoact<\/code>\u00a0&#8212; \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u044d\u043c\u043e\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0439 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438), \u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043c \u043d\u0430 \u043e\u0431\u0443\u0447\u0430\u044e\u0449\u0443\u044e \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u043e\u043d\u043d\u0443\u044e \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c\u00a0<code>df_train, df_test = train_test_split(df, test_size=0.1, stratify=df['emotion'], random_state=42)<\/code>, \u0438 \u0438\u0437 \u043e\u0431\u0443\u0447\u0430\u044e\u0449\u0435\u0439 \u043e\u0441\u0442\u0430\u0432\u0438\u043c \u043d\u0435 \u0431\u043e\u043b\u0435\u0435 5000 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430;<\/p>\n<\/li>\n<li>\n<p><code>esd<\/code>\u00a0&#8212; \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0431\u0435\u0440\u0451\u043c 10% \u0430\u0443\u0434\u0438\u043e\u0437\u0430\u043f\u0438\u0441\u0435\u0439 \u043f\u0440\u043e\u043f\u043e\u0440\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e \u043a\u0430\u0436\u0434\u043e\u043c\u0443 \u0441\u043f\u0438\u043a\u0435\u0440\u0443 (\u043f\u043e \u044d\u043c\u043e\u0446\u0438\u044f\u043c \u0442\u0430\u043c \u0442\u043e\u0436\u0435 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442\u0441\u044f \u0431\u0430\u043b\u0430\u043d\u0441). \u0412 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u043e\u043d\u043d\u0443\u044e \u0432\u044b\u0431\u043e\u0440\u043a\u0443 \u0438\u0437 \u044d\u0442\u043e\u0433\u043e \u043a\u043e\u0440\u043f\u0443\u0441\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u0431\u0440\u0430\u0442\u044c \u043d\u0438\u0447\u0435\u0433\u043e \u043d\u0435 \u0431\u0443\u0434\u0435\u043c;<\/p>\n<\/li>\n<li>\n<p><code>dailogs<\/code>\u00a0&#8212; \u0440\u0430\u0437\u0434\u0435\u043b\u0438\u043c \u043d\u0430 \u043e\u0431\u0443\u0447\u0430\u044e\u0449\u0443\u044e \u0438 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u043e\u043d\u043d\u0443\u044e \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c\u00a0<code>df_train, df_test = train_test_split(df, test_size=0.1, stratify=df['emotion'], random_state=42)<\/code>.<\/p>\n<\/li>\n<\/ul>\n<p>\u0412 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0435 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u0441\u044f \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0435 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0432 \u043e\u0431\u0443\u0447\u0430\u044e\u0449\u0435\u0439 \u0432\u044b\u0431\u043e\u0440\u043a\u0435: <\/p>\n<figure class=\"\"><\/figure>\n<p>\u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0432 \u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u0432\u044b\u0431\u043e\u0440\u043a\u0435 <\/p>\n<figure class=\"\"><\/figure>\n<h3>Pipeline \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0435\u0439<\/h3>\n<p>\u0414\u043b\u044f \u0434\u043e\u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043d\u0443\u0436\u043d\u043e \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u0443\u0434\u043e\u0431\u043d\u044b\u0439 \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d \u0434\u043b\u044f \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432. \u041e\u043d \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0438: <code>Hydra<\/code> \u0438 <code>PyTorch Lightning<\/code>. <code>Hydra<\/code> \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0433\u0438\u0431\u043a\u043e \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u0444\u0430\u0439\u043b\u0430\u043c\u0438 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0439 \u0438 \u0438\u0437\u043c\u0435\u043d\u044f\u0442\u044c \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430, \u0430 <code>PyTorch Lightning<\/code> \u0434\u0430\u0435\u0442 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0443\u043f\u0440\u043e\u0441\u0442\u0438\u0442\u044c \u043a\u043e\u0434 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f. \u0414\u0430\u043b\u0435\u0435 \u0440\u0430\u0437\u0431\u0435\u0440\u0451\u043c \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0431\u044b\u043b\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u043f\u0440\u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432.<\/p>\n<h4>Hydra             \u0422\u044b \u0440\u0430\u043d\u0435\u0435 \u0443\u0436\u0435 \u0433\u043e\u0432\u043e\u0440\u0438\u043b \u043e \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0430\u0445, \u043c\u0431 \u043d\u0430\u0434\u043e \u0442\u0430\u043c \u0441\u043e\u043a\u0440\u0430\u0442\u0438\u0442\u044c \u0434\u043e \u0438\u0445 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f, \u0430 \u0442\u0443\u0442 \u0443\u0436\u0435 \u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u0441 \u0431\u043e\u043b\u0435\u0435 \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044b\u043c \u0442\u0435\u043a\u0441\u0442\u043e\u043c?<\/h4>\n<p><a href=\"https:\/\/hydra.cc\/docs\/intro\/\" rel=\"noopener noreferrer nofollow\">Hydra<\/a> &#8212; \u044d\u0442\u043e \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a \u043d\u0430 <code>Python<\/code>, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0443\u043f\u0440\u043e\u0449\u0430\u0435\u0442 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0445 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439. \u0411\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f \u0435\u043c\u0443, \u043c\u043e\u0436\u043d\u043e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043e \u0445\u0440\u0430\u043d\u0438\u0442\u044c \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432 \u0432 \u0438\u0435\u0440\u0430\u0440\u0445\u0438\u0447\u0435\u0441\u043a\u0438\u0445 <code>YAML<\/code>-\u0444\u0430\u0439\u043b\u0430\u0445 \u0438 \u043f\u0435\u0440\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0442\u044c \u0438\u0445 \u0447\u0435\u0440\u0435\u0437 \u043a\u043e\u043c\u0430\u043d\u0434\u043d\u0443\u044e \u0441\u0442\u0440\u043e\u043a\u0443 \u0431\u0435\u0437 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0439 \u043a\u043e\u0434\u0430. <code>Hydra<\/code> \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0434\u043b\u044f \u0443\u0434\u043e\u0431\u043d\u043e\u0433\u043e \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u043e\u0432 \u043a\u043b\u0430\u0441\u0441\u0430 \u043f\u0440\u044f\u043c\u043e \u0438\u0437 \u0444\u0430\u0439\u043b\u0430 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e <code>hydra.utils.instantiate<\/code>, \u0430 \u0442\u0430\u043a \u0436\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c \u0441\u0435\u0440\u0438\u0438 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432.<\/p>\n<p>\u0420\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u0430 \u043a\u043b\u0430\u0441\u0441\u0430 \u043f\u043e \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u044e \u0438\u0437 \u0444\u0430\u0439\u043b\u0430 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438. \u041d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0432 \u0441\u043b\u0443\u0447\u0430\u0435 \u0441 \u043a\u043b\u0430\u0441\u0441\u043e\u043c <code>AttentiveStatsPooling<\/code> \u0441 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u0430\u043c\u0438 <code>input_dim<\/code> \u0438 <code>attention_hidden_dim<\/code><\/p>\n<pre><code>class AttentiveStatsPooling(nn.Module):   def __init__(self, input_dim=768, attention_hidden_dim=256):     super().__init__()     self.linear1 = nn.Linear(input_dim, attention_hidden_dim)     self.tanh = nn.Tanh()     self.linear2 = nn.Linear(attention_hidden_dim, 1)     self.bn = nn.BatchNorm1d(input_dim * 2)        ... <\/code><\/pre>\n<p>\u0421 \u043f\u043e\u043c\u043e\u0449\u044c\u044e YAML \u043c\u043e\u0436\u043d\u043e \u043e\u043f\u0438\u0441\u0430\u0442\u044c \u0435\u0433\u043e \u0442\u0430\u043a:<\/p>\n<pre><code class=\"yaml\">attentive_pooling:   _target_: src.modules.AttentiveStatsPooling   input_dim: 768   attention_ hidden_dim: 256 <\/code><\/pre>\n<p>\u0418 \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u0430 \u043a\u043b\u0430\u0441\u0441\u0430 \u0432 \u043a\u043e\u0434\u0435 \u043d\u0443\u0436\u043d\u043e \u043d\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0443\u044e \u0441\u0442\u0440\u043e\u0447\u043a\u0443 <code>self.attentive_pooling = hydra.utils.instantiate(cfg.attentive_pooling)<\/code>, \u0433\u0434\u0435 \u0432 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 <code>cfg.attentive_pooling<\/code> \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442\u0441\u044f \u0434\u0430\u043d\u043d\u044b\u0435 \u0438\u0437 \u0444\u0430\u0439\u043b\u0430 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438. \u041f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e <code>hydra<\/code> \u0441\u043e\u0437\u0434\u0430\u0451\u0442 \u043e\u0431\u044a\u0435\u043a\u0442\u044b \u0440\u0435\u043a\u0443\u0440\u0441\u0438\u0432\u043d\u043e. \u0415\u0441\u043b\u0438 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u0435\u043a\u0443\u0449\u0438\u0439 \u043e\u0431\u044a\u0435\u043a\u0442, \u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0438\u0437\u043c\u0435\u043d\u0438\u0442\u044c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u0443 \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442\u0430  <code>_recursive_=False<\/code>.<\/p>\n<p>\u0421 \u043f\u043e\u043c\u043e\u0449\u044c\u044e <code>hydra<\/code> \u043c\u043e\u0436\u043d\u043e \u0440\u0435\u0448\u0438\u0442\u044c \u0437\u0430\u0434\u0430\u0447\u0443 \u0443\u0434\u043e\u0431\u043d\u043e\u0433\u043e \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432. \u0420\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438<code>hydra<\/code> \u0434\u043b\u044f \u043d\u0430\u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u0432 \u043f\u043e \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u043c\u0443 \u0448\u0430\u0431\u043b\u043e\u043d\u0443 <code>{\u0438\u043c\u044f-\u043a\u043e\u043d\u0444\u0438\u0433\u0430}<em>{\u043d\u0430\u0437\u0432\u0430\u043d\u0438\u044f \u043f\u0435\u0440\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u044b\u0445 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u0432}<\/em>{\u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0432\u0440\u0435\u043c\u044f}<\/code>.<br \/> \u0415\u0441\u0442\u044c \u0444\u0430\u0439\u043b \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438, \u0432 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043c\u043e\u0436\u043d\u043e \u043d\u0430\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b <code>hydra<\/code>. \u0414\u043b\u044f \u043d\u0430\u0433\u043b\u044f\u0434\u043d\u043e\u0441\u0442\u0438, \u044d\u0442\u043e &#8212; <code>emov1.yaml<\/code><\/p>\n<pre><code class=\"yaml\">defaults:    - _self_   - loss: ce   - data_params: resd   - model: baseline   - optimizer: adam   - scheduler: warmup_then_plateau  hydra:   run:     dir: .\/outputs\/${now:%Y-%m-%d}\/${hydra:job.config_name}_${config_names:${hydra:job.override_dirname}}_${now:%H-%M-%S}   job:     chdir: true ... <\/code><\/pre>\n<p>\u0412 \u044d\u0442\u043e\u043c \u0444\u0430\u0439\u043b\u0435 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0434\u043b\u044f \u043a\u043b\u044e\u0447\u0430 <code>hydra.run.dir<\/code> \u0443\u043a\u0430\u0437\u0430\u043d\u043e \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0435 <code>${hydra:job.config_name}_${config_names:${hydra:job.override_dirname}}_${now:%H-%M-%S}<\/code><br \/> \u0420\u0430\u0437\u0431\u0435\u0440\u0451\u043c \u0435\u0433\u043e \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u0435\u0435:<\/p>\n<ol>\n<li>\n<p><code>${hydra:job.config_name}<\/code> &#8212; \u044d\u0442\u043e \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u043e\u0435 \u0432\u044b\u0440\u0430\u0436\u0435\u043d\u0438\u0435 Hydra, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0438\u043c\u044f \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0433\u043e \u0444\u0430\u0439\u043b\u0430, \u0443\u043a\u0430\u0437\u0430\u043d\u043d\u043e\u0433\u043e \u0432 \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442\u0435 <code>--config-name<\/code> \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435 \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430 ;<\/p>\n<\/li>\n<li>\n<p><code>${now:%H-%M-%S}<\/code> &#8212; \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0439 \u0448\u0430\u0431\u043b\u043e\u043d \u0432\u0440\u0435\u043c\u0435\u043d\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u044b\u0432\u043e\u0434\u0438\u0442 \u0442\u0435\u043a\u0443\u0449\u0435\u0435 \u0432\u0440\u0435\u043c\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 &#171;\u0427\u0427-\u041c\u041c-\u0421\u0421&#187;, \u0447\u0442\u043e\u0431\u044b \u0438\u043c\u0435\u043d\u0430 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0439 \u043d\u0435 \u043f\u0435\u0440\u0435\u0441\u0435\u043a\u0430\u043b\u0438\u0441\u044c \u043f\u0440\u0438 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0445;<\/p>\n<\/li>\n<li>\n<p><code>${hydra:job.override_dirname}<\/code> &#8212; \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0441\u0442\u0440\u043e\u043a\u0443, \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u044e\u0449\u0443\u044e \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b, \u043f\u0435\u0440\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u044b\u0435 \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u043d\u043e\u0439 \u0441\u0442\u0440\u043e\u043a\u0435 \u043f\u0440\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0435. \u041d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0435\u0441\u043b\u0438 \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c: <code>python train.py model=baseline optimizer=adam<\/code> \u0442\u043e \u0432\u0435\u0440\u043d\u0435\u0442\u0441\u044f \u0441\u0442\u0440\u043e\u043a\u0430 <code>model=baseline,optimizer=adam<\/code>;<\/p>\n<\/li>\n<li>\n<p><code>${config_names:...}<\/code> &#8212; \u044d\u0442\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u043a\u043b\u044e\u0447, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0440\u0435\u0433\u0438\u0441\u0442\u0440\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 <code>OmegaConf.resolver<\/code>, \u0447\u0442\u043e\u0431\u044b \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0442\u044c \u0441\u0442\u0440\u043e\u043a\u0438 \u043f\u0435\u0440\u0435\u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0451\u043d\u043d\u044b\u0445 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u0432 \u0438 \u0441\u043e\u0431\u0438\u0440\u0430\u0442\u044c \u0438\u0437 \u043d\u0438\u0445 \u0438\u043c\u0435\u043d\u0430, \u043f\u0440\u0438\u043c\u0435\u0440 \u043a\u043e\u0434\u0430 \u043d\u0438\u0436\u0435<\/p>\n<\/li>\n<\/ol>\n<pre><code>def<\/code><\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[],"tags":[],"class_list":["post-473161","post","type-post","status-publish","format-standard","hentry"],"_links":{"self":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts\/473161","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=473161"}],"version-history":[{"count":0,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts\/473161\/revisions"}],"wp:attachment":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=473161"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=473161"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=473161"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}