https://www.promptingguide.ai/_next/static/chunks/pages/introduction/basics.pt-e038a9a71d432f0d.js

1(self.webpackChunk_N_E=self.webpackChunk_N_E||[]).push([[65337],{43606:function(e,a,n){(window.__NEXT_P=window.__NEXT_P||[]).push(["/introduction/basics.pt",function(){return n(67490)}])},67490:function(e,a,n){"use strict";n.r(a),n.d(a,{__toc:function(){return l}});var t=n(52676),o=n(45118),i=n(23742),s=n(40241);n(21729),n(29814);var r=n(41619);let l=[{depth:2,value:"Prompts B\xe1sicos",id:"prompts-b\xe1sicos"},{depth:2,value:"Formata\xe7\xe3o de prompt",id:"formata\xe7\xe3o-de-prompt"}];function _createMdxContent(e){let a=Object.assign({h1:"h1",h2:"h2",p:"p",em:"em",pre:"pre",code:"code",span:"span",strong:"strong"},(0,r.a)(),e.components);return(0,t.jsxs)(t.Fragment,{children:[(0,t.jsx)(a.h1,{children:"No\xe7\xf5es B\xe1sicas de Prompt"}),"\n",(0,t.jsx)(a.h2,{id:"prompts-b\xe1sicos",children:"Prompts B\xe1sicos"}),"\n",(0,t.jsxs)(a.p,{children:["Voc\xea pode conseguir muito com prompts simples, mas a qualidade dos resultados depende da quantidade de informa\xe7\xf5es que voc\xea fornece e de qu\xe3o bem elaboradas s\xe3o. Um prompt pode conter informa\xe7\xf5es como ",(0,t.jsx)(a.em,{children:"instru\xe7\xe3o"})," ou ",(0,t.jsx)(a.em,{children:"pergunta"})," que voc\xea est\xe1 passando para o modelo e incluir outros detalhes como ",(0,t.jsx)(a.em,{children:"contexto"}),", ",(0,t.jsx)(a.em,{children:"entradas"})," ou ",(0,t.jsx)(a.em,{children:"exemplos"}),". Voc\xea pode usar esses elementos para instruir melhor o modelo e, como resultado, obter melhores resultados."]}),"\n",(0,t.jsx)(a.p,{children:"Vamos come\xe7ar analisando um exemplo b\xe1sico de um prompt simples:"}),"\n",(0,t.jsx)(a.p,{children:(0,t.jsx)(a.em,{children:"Prompt"})}),"\n",(0,t.jsx)(a.pre,{"data-language":"text","data-theme":"default",children:(0,t.jsx)(a.code,{"data-language":"text","data-theme":"default",children:(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"O c\xe9u \xe9"})})})}),"\n",(0,t.jsx)(a.p,{children:(0,t.jsx)(a.em,{children:"Sa\xedda:"})}),"\n",(0,t.jsx)(a.pre,{"data-language":"text","data-theme":"default",children:(0,t.jsxs)(a.code,{"data-language":"text","data-theme":"default",children:[(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"azul"})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"}})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"O c\xe9u \xe9 azul em um dia claro. Em um dia nublado, o c\xe9u pode ser cinza ou branco."})})]})}),"\n",(0,t.jsxs)(a.p,{children:["Como voc\xea pode ver, o modelo de linguagem gera uma continua\xe7\xe3o de strings que fazem sentido no contexto ",(0,t.jsx)(a.code,{children:'"O c\xe9u \xe9"'}),". A sa\xedda pode ser inesperada ou distante da tarefa que queremos realizar."]}),"\n",(0,t.jsx)(a.p,{children:"Este exemplo b\xe1sico tamb\xe9m destaca a necessidade de fornecer mais contexto ou instru\xe7\xf5es sobre o que especificamente queremos alcan\xe7ar."}),"\n",(0,t.jsx)(a.p,{children:"Vamos tentar melhorar um pouco:"}),"\n",(0,t.jsx)(a.p,{children:(0,t.jsx)(a.em,{children:"Prompt:"})}),"\n",(0,t.jsx)(a.pre,{"data-language":"text","data-theme":"default",children:(0,t.jsxs)(a.code,{"data-language":"text","data-theme":"default",children:[(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"Complete a senten\xe7a:"})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"}})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"O c\xe9u \xe9"})})]})}),"\n",(0,t.jsx)(a.p,{children:(0,t.jsx)(a.em,{children:"Sa\xedda:"})}),"\n",(0,t.jsx)(a.pre,{"data-language":"text","data-theme":"default",children:(0,t.jsx)(a.code,{"data-language":"text","data-theme":"default",children:(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"t\xe3o lindo."})})})}),"\n",(0,t.jsxs)(a.p,{children:['Isto \xe9 melhor? Bem, dissemos ao modelo para completar a frase para que o resultado fique muito melhor, pois segue exatamente o que dissemos para fazer ("complete a frase"). Essa abordagem de projetar prompts ideais para instruir o modelo a executar uma tarefa \xe9 chamada de ',(0,t.jsx)(a.strong,{children:"engenharia de prompt"}),"."]}),"\n",(0,t.jsx)(a.p,{children:"O exemplo acima \xe9 uma ilustra\xe7\xe3o b\xe1sica do que \xe9 poss\xedvel com LLMs hoje. Os LLMs de hoje s\xe3o capazes de executar todos os tipos de tarefas avan\xe7adas que variam de resumo de texto a racioc\xednio matem\xe1tico e gera\xe7\xe3o de c\xf3digo."}),"\n",(0,t.jsx)(a.h2,{id:"formata\xe7\xe3o-de-prompt",children:"Formata\xe7\xe3o de prompt"}),"\n",(0,t.jsx)(a.p,{children:"Tentamos um prompt muito simples acima. Um prompt padr\xe3o tem o seguinte formato:"}),"\n",(0,t.jsx)(a.pre,{"data-language":"text","data-theme":"default",children:(0,t.jsx)(a.code,{"data-language":"text","data-theme":"default",children:(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"<Pergunta>?"})})})}),"\n",(0,t.jsx)(a.p,{children:"ou"}),"\n",(0,t.jsx)(a.pre,{"data-language":"text","data-theme":"default",children:(0,t.jsx)(a.code,{"data-language":"text","data-theme":"default",children:(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"<Instru\xe7\xe3o>"})})})}),"\n",(0,t.jsx)(a.p,{children:"Isso pode ser formatado em um formato de resposta a perguntas (QA), que \xe9 padr\xe3o em muitos conjuntos de dados de QA, como segue:"}),"\n",(0,t.jsx)(a.pre,{"data-language":"text","data-theme":"default",children:(0,t.jsxs)(a.code,{"data-language":"text","data-theme":"default",children:[(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"Q: <Pergunta>?"})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"A:"})})]})}),"\n",(0,t.jsxs)(a.p,{children:["Ao solicitar como o acima, tamb\xe9m chamado de ",(0,t.jsx)(a.em,{children:"prompt de tiro zero"}),", ou seja, voc\xea est\xe1 solicitando diretamente ao modelo uma resposta sem nenhum exemplo ou demonstra\xe7\xe3o sobre a tarefa que deseja realizar. Alguns modelos de linguagem grandes t\xeam a capacidade de executar prompts zero-shot, mas isso depende da complexidade e do conhecimento da tarefa em quest\xe3o."]}),"\n",(0,t.jsxs)(a.p,{children:["Dado o formato padr\xe3o acima, uma t\xe9cnica popular e eficaz para solicita\xe7\xe3o \xe9 chamada de ",(0,t.jsx)(a.em,{children:"prompt de poucos tiros"}),", onde fornecemos exemplos (ou seja, demonstra\xe7\xf5es). Os prompts de poucos tiros podem ser formatados da seguinte maneira:"]}),"\n",(0,t.jsx)(a.pre,{"data-language":"text","data-theme":"default",children:(0,t.jsxs)(a.code,{"data-language":"text","data-theme":"default",children:[(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"<Pergunta>?"})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"<Resposta>"})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"}})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"<Pergunta>?"})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"<Resposta>"})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"}})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"<Pergunta>?"})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"<Resposta>"})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"}})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"<Pergunta>?"})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"}})})]})}),"\n",(0,t.jsx)(a.p,{children:"A vers\xe3o do formato QA ficaria assim:"}),"\n",(0,t.jsx)(a.pre,{"data-language":"text","data-theme":"default",children:(0,t.jsxs)(a.code,{"data-language":"text","data-theme":"default",children:[(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"Q: <Pergunta>?"})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"A: <Resposta>"})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"}})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"Q: <Pergunta>?"})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"A: <Resposta>"})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"}})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"Q: <Pergunta>?"})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"A: <Resposta>"})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"}})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"Q: <Pergunta>?"})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"A:"})})]})}),"\n",(0,t.jsx)(a.p,{children:"Lembre-se de que n\xe3o \xe9 necess\xe1rio usar o formato QA. O formato do prompt depende da tarefa em m\xe3os. Por exemplo, voc\xea pode executar uma tarefa de classifica\xe7\xe3o simples e fornecer exemplares que demonstrem a tarefa da seguinte forma:"}),"\n",(0,t.jsx)(a.p,{children:(0,t.jsx)(a.em,{children:"Prompt:"})}),"\n",(0,t.jsx)(a.pre,{"data-language":"text","data-theme":"default",children:(0,t.jsxs)(a.code,{"data-language":"text","data-theme":"default",children:[(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"Isso \xe9 incr\xedvel! // Positivo"})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"Isto \xe9 mau! // Negativo"})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"Uau, esse filme foi radical! // Positivo"})}),"\n",(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"Que espet\xe1culo horr\xedvel! //"})})]})}),"\n",(0,t.jsx)(a.p,{children:(0,t.jsx)(a.em,{children:"Sa\xedda:"})}),"\n",(0,t.jsx)(a.pre,{"data-language":"text","data-theme":"default",children:(0,t.jsx)(a.code,{"data-language":"text","data-theme":"default",children:(0,t.jsx)(a.span,{className:"line",children:(0,t.jsx)(a.span,{style:{color:"var(--shiki-color-text)"},children:"Negativo"})})})}),"\n",(0,t.jsx)(a.p,{children:"Os prompts de poucos tiros permitem o aprendizado no contexto, que \xe9 a capacidade dos modelos de linguagem de aprender tarefas dadas algumas demonstra\xe7\xf5es."})]})}let d={MDXContent:function(){let e=arguments.length>0&&void 0!==arguments[0]?arguments[0]:{},{wrapper:a}=Object.assign({},(0,r.a)(),e.components);return a?(0,t.jsx)(a,{...e,children:(0,t.jsx)(_createMdxContent,{...e})}):_createMdxContent(e)},pageOpts:{filePath:"pages/introduction/basics.pt.mdx",route:"/introduction/basics",timestamp:1766942504e3,pageMap:[{kind:"Meta",locale:"pt",data:{index:"Prompt Engineering",introduction:"Introdu\xe7\xe3o",techniques:"T\xe9cnicas",applications:"Aplica\xe7\xf5es",prompts:"Prompt Hub",models:"Modelos",risks:"Riscos e usos indevidos",research:"LLM Research Findings",papers:"Artigos",tools:"Ferramentas",notebooks:"Notebooks",datasets:"Conjuntos de dados",readings:"Leituras Adicionais",about:{title:"Sobre",type:"page"},course:"Course",services:"Services"}},{kind:"MdxPage",name:"about",route:"/about",locale:"pt"},{kind:"Folder",name:"agents",route:"/agents",children:[{kind:"Meta",locale:"en",data:{introduction:"Introduction to Agents",components:"Agent Components","ai-wor

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