{"id":4452,"date":"2023-02-24T12:36:45","date_gmt":"2023-02-24T15:36:45","guid":{"rendered":"https:\/\/jovempadawan.com.br\/?p=4452"},"modified":"2023-03-24T11:57:07","modified_gmt":"2023-03-24T14:57:07","slug":"aplicacao-do-lstm-em-c","status":"publish","type":"post","link":"https:\/\/jovempadawan.com.br\/?p=4452","title":{"rendered":"APLICA\u00c7\u00c3O DO LSTM EM C"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4452\" class=\"elementor elementor-4452\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1263f70 elementor-hidden-tablet elementor-hidden-mobile e-con-full e-flex e-con e-parent\" data-id=\"1263f70\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-5d9f04e e-con-full e-flex e-con e-parent\" data-id=\"5d9f04e\" data-element_type=\"container\">\n\t\t\t\t<div class=\"exad-link-anything-wrapper elementor-element 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data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">DESENVOLVENDO UMA REDE NEURAL LONG SHORT-TERM MEMORY (LSTM) UTILIZANDO A LINGUAGEM DE PROGRAMA\u00c7\u00c3O C++<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c86116d exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"c86116d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Primeiramente \u00e9 necess\u00e1rio entender o funcionamento de uma rende neural Long Short-Term Memory (LSTM), para isso basta ler o artigo escrito no Padawan Blog entitulado &#8220;Entendendo o LSTM&#8221;. Agora, vamos iniciar a aplica\u00e7\u00e3o da nossa rede neural.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5275332 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"5275332\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">CONHECIMENTOS E TECNOLOGIAS UTILIZADAS PARA O DESENVOLVIMENTO DA REDE NEURAL LSTM<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0090c8a exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"0090c8a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Para o desenvolvimento da LSTM ser\u00e1 preciso conhecimento pr\u00e9vio em linguagem de programa\u00e7\u00e3o C++ mais aprofundadas como estrutura de dados, ponteiros, matrizes, entre outros, al\u00e9m de pr\u00e9-requisitos computacionais. Para compila\u00e7\u00e3o do programa, irei utilizar o.&nbsp;<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dc1797b exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"dc1797b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">IMPLEMENTA\u00c7\u00c3O DE UMA C\u00c9LULA LSTM<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-19b218a exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"19b218a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Irei implementar uma \u00fanica c\u00e9lula LSTM (Long Short-Term Memory) para processar uma sequ\u00eancia de entrada. Para isso, irei fazer uso de algumas bibliotecas, sendo essas;<\/p><ul><li><code>iostream<\/code>: biblioteca de entrada e sa\u00edda padr\u00e3o do C++.<\/li><li><code>cmath<\/code>: biblioteca matem\u00e1tica padr\u00e3o do C++ que cont\u00e9m fun\u00e7\u00f5es matem\u00e1ticas como exponencia\u00e7\u00e3o, logaritmo, etc.<\/li><li><code>vector<\/code>: biblioteca que implementa arrays din\u00e2micos do C++.<\/li><\/ul><p>A biblioteca <code>iostream<\/code> \u00e9 usada para imprimir mensagens na tela, enquanto as bibliotecas <code>cmath<\/code> e <code>vector<\/code> s\u00e3o usadas para realizar c\u00e1lculos matem\u00e1ticos e manipula\u00e7\u00e3o de vetores, respectivamente.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f448f59 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-image\" data-id=\"f448f59\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"266\" height=\"127\" src=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/bibiliotecas.png\" class=\"attachment-large size-large wp-image-5196\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f8dbd3a exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"f8dbd3a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>Bibliotecas utilizadas no c\u00f3digo<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f7f5d3 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"5f7f5d3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>No c\u00f3digo a c\u00e9lula LSTM \u00e9 implementada como uma classe chamada &#8220;LSTM_Cell&#8221;.\u00a0<span style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); font-size: 1rem;\">A c\u00e9lula LSTM possui cinco vari\u00e1veis privadas: os pesos dos tr\u00eas port\u00f5es da c\u00e9lula (entrada, esquecimento e sa\u00edda), o estado da c\u00e9lula e o estado oculto. A classe tem um construtor que inicializa todos esses valores com valores padr\u00e3o. Como pode ser visto a seguir:<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc401d8 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-image\" data-id=\"fc401d8\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"350\" height=\"375\" src=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/pesos.png\" class=\"attachment-large size-large wp-image-5204\" alt=\"\" srcset=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/pesos.png 350w, https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/pesos-280x300.png 280w\" sizes=\"(max-width: 350px) 100vw, 350px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e824243 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"e824243\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>Pesos da c\u00e9lula LSTM<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-66974c6 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"66974c6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>A classe tamb\u00e9m possui duas fun\u00e7\u00f5es auxiliares, sendo elas a fun\u00e7\u00e3o sigm\u00f3id e a fun\u00e7\u00e3o tangente hiperb\u00f3lica, elas s\u00e3o fun\u00e7\u00f5es de ativa\u00e7\u00e3o do c\u00f3digo, como descrito no seguinte c\u00f3digo:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-85253c2 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-image\" data-id=\"85253c2\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"516\" height=\"191\" src=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/funcao-ativacao.png\" class=\"attachment-large size-large wp-image-5205\" alt=\"\" srcset=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/funcao-ativacao.png 516w, https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/funcao-ativacao-300x111.png 300w\" sizes=\"(max-width: 516px) 100vw, 516px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5ed1b00 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"5ed1b00\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>Fun\u00e7\u00f5es de ativa\u00e7\u00e3o<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d835d12 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"d835d12\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Em seguida criei um m\u00e9todo chamado forward_pass que \u00e9 uma fun\u00e7\u00e3o membro p\u00fablica da class LSTM_Cell e implementa a passagem para frente (foward pass) da c\u00e9lula para um \u00fanico instante de tempo.<\/p><p><span style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); font-size: 1rem;\">\u00a0<\/span><\/p><p><span style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); font-size: 1rem;\">A passagem para frente \u00e9 uma opera\u00e7\u00e3o que permite que uma rede neural processe um conjunto de dados de entrada, que nesse caso seria um \u00fanico valor de entrada, para que assim, gere uma sa\u00edda correspondente. No contexto de uma c\u00e9lula LSTM, a passagem para frente envolve o c\u00e1lculo das sa\u00eddas da porta de entrada, porta de sa\u00edda e porta de esquecimento, bem como a atualiza\u00e7\u00e3o do estado da c\u00e9lula e do estado oculto.<\/span><\/p><p>\u00a0<\/p><p>O m\u00e9todo forward_pass\u00a0recebe um valor de entrada (input) e usa os pesos das portas de entrada, sa\u00edda e esquecimento da c\u00e9lula LSTM para calcular as ativa\u00e7\u00f5es das portas de entrada, sa\u00edda e esquecimento correspondentes. Em seguida, atualiza o estado da c\u00e9lula e o estado oculto da c\u00e9lula LSTM com base nas ativa\u00e7\u00f5es das portas e no valor de entrada. Como pode ser visto na imagem a seguir:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-be6a7ac exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-image\" data-id=\"be6a7ac\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"532\" height=\"397\" src=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/metodo-foward.png\" class=\"attachment-large size-large wp-image-5209\" alt=\"\" srcset=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/metodo-foward.png 532w, https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/metodo-foward-300x224.png 300w\" sizes=\"(max-width: 532px) 100vw, 532px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-510c494 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"510c494\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><b>M\u00e9todo foward_pass<\/b><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-13b5677 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"13b5677\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Em seguida criei a fun\u00e7\u00e3o principal do programa, ela \u00e9 chamada automaticamente no c\u00f3digo quando executado. O c\u00f3digo int main() inicializa uma sequ\u00eancia de entrada e a c\u00e9lula LSTM. Em seguida ela executa um loop for que alimenta a c\u00e9lula LSTM com cada valor de entrada da sequ\u00eancia e fornece a sa\u00edda correspondente. A fun\u00e7\u00e3o int retorna um valor inteiro 0 (Zero) que indica que o programa foi executado sem problemas. A seguir a imagem como c\u00f3digo da fun\u00e7\u00e3o int main ():<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a30bbe8 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-image\" data-id=\"a30bbe8\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"520\" height=\"317\" src=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/funcao-principal.png\" class=\"attachment-large size-large wp-image-5214\" alt=\"\" srcset=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/funcao-principal.png 520w, https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/funcao-principal-300x183.png 300w\" sizes=\"(max-width: 520px) 100vw, 520px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cbd6002 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"cbd6002\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><b>fun\u00e7\u00e3o principal<\/b><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6aea100 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"6aea100\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>\u00a0<\/p><p>\u00a0<\/p><p>Por fim, ap\u00f3s a execu\u00e7\u00e3o do programa ele far\u00e1 com que seja impresso na tela a entrada atual e a sa\u00edda oculta correspondente obtida da c\u00e9lula LSTM em cada itera\u00e7\u00e3o do la\u00e7o &#8220;for&#8221;.<\/p><p>\u00a0<\/p><p>A sequ\u00eancia de entrada \u00e9 {1.0, 2.0, 3.0, 4.0, 5.0}, e a c\u00e9lula LSTM foi inicializada com pesos padr\u00e3o iguais a 0.5. Durante a execu\u00e7\u00e3o do la\u00e7o &#8220;for&#8221;, a c\u00e9lula LSTM ser\u00e1 alimentada com cada valor de entrada da sequ\u00eancia, e a sa\u00edda oculta correspondente ser\u00e1 calculada e impressa na tela.\u00a0<span style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); font-size: 1rem;\">Como vista a seguir:<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-485efac exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-image\" data-id=\"485efac\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"396\" height=\"130\" src=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/saida.png\" class=\"attachment-large size-large wp-image-5215\" alt=\"\" srcset=\"https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/saida.png 396w, https:\/\/jovempadawan.com.br\/wp-content\/uploads\/2023\/02\/saida-300x98.png 300w\" sizes=\"(max-width: 396px) 100vw, 396px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f61202 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-text-editor\" data-id=\"5f61202\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>Impress\u00e3o de input e output da c\u00e9lula LSTM<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-32e2722 e-con-full elementor-hidden-tablet elementor-hidden-mobile e-flex e-con e-parent\" data-id=\"32e2722\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-54bcbaa e-con-full e-flex e-con e-parent\" data-id=\"54bcbaa\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-24de4e8 e-con-full e-flex e-con e-parent\" data-id=\"24de4e8\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f86a551 exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-heading\" data-id=\"f86a551\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Links \u00dateis:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-491eef2 elementor-icon-list--layout-traditional elementor-list-item-link-full_width exad-sticky-section-no exad-glass-effect-no elementor-widget elementor-widget-icon-list\" data-id=\"491eef2\" data-element_type=\"widget\" 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103.5c-9.4-9.4-24.6-9.4-33.9 0l-17 17c-9.4 9.4-9.4 24.6 0 33.9L285.1 256 183.5 357.6c-9.4 9.4-9.4 24.6 0 33.9l17 17c9.4 9.4 24.6 9.4 33.9 0L369.9 273c9.4-9.4 9.4-24.6 0-34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Materiais<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/jovempadawan.com.br\/?page_id=389\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-circle-right\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm113.9 231L234.4 103.5c-9.4-9.4-24.6-9.4-33.9 0l-17 17c-9.4 9.4-9.4 24.6 0 33.9L285.1 256 183.5 357.6c-9.4 9.4-9.4 24.6 0 33.9l17 17c9.4 9.4 24.6 9.4 33.9 0L369.9 273c9.4-9.4 9.4-24.6 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shopping-cart-filled Padawan Store Escrito por:\u00a0 Diego Oliveira DESENVOLVENDO UMA REDE NEURAL LONG SHORT-TERM MEMORY (LSTM) UTILIZANDO A LINGUAGEM DE PROGRAMA\u00c7\u00c3O C++ Primeiramente \u00e9 necess\u00e1rio entender o funcionamento de uma rende neural Long Short-Term Memory (LSTM), para isso basta ler o artigo escrito no Padawan Blog entitulado &#8220;Entendendo 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