import{S as Io,i as Co,s as Ho,e as i,k as f,t as a,w,M as To,c as o,d as s,m as c,a as p,h as n,x,b as h,N as Ao,G as t,g as r,y as E,q as b,o as j,B as y,v as So}from"../../chunks/vendor-hf-doc-builder.js";import{T as je}from"../../chunks/Tip-hf-doc-builder.js";import{Y as Do}from"../../chunks/Youtube-hf-doc-builder.js";import{I as va}from"../../chunks/IconCopyLink-hf-doc-builder.js";import{C as O}from"../../chunks/CodeBlock-hf-doc-builder.js";import{D as No}from"../../chunks/DocNotebookDropdown-hf-doc-builder.js";function Lo(C){let u,$,m,v,_,g,d,q,I;return{c(){u=a("\u{1F440} \u0412\u0438\u0434\u0438\u0442\u0435 \u043A\u043D\u043E\u043F\u043A\u0443 "),$=i("em"),m=a("Open in Colab"),v=a(` \u0441\u043F\u0440\u0430\u0432\u0430 \u0441\u0432\u0435\u0440\u0445\u0443? \u041D\u0430\u0436\u043C\u0438\u0442\u0435 \u043D\u0430 \u043D\u0435\u0435, \u0447\u0442\u043E\u0431\u044B \u043E\u0442\u043A\u0440\u044B\u0442\u044C \u0431\u043B\u043E\u043A\u043D\u043E\u0442 \u0432 Google Colab \u0441 \u043F\u0440\u0438\u043C\u0435\u0440\u0430\u043C\u0438 \u043A\u043E\u0434\u0430 \u044D\u0442\u043E\u0433\u043E \u0440\u0430\u0437\u0434\u0435\u043B\u0430. \u042D\u0442\u0430 \u043A\u043D\u043E\u043F\u043A\u0430 \u0431\u0443\u0434\u0435\u0442 \u0432\u043E \u0432\u0441\u0435\u0445 \u0440\u0430\u0437\u0434\u0435\u043B\u0430\u0445, \u043A\u043E\u0442\u043E\u0440\u044B\u0435 \u0441\u043E\u0434\u0435\u0440\u0436\u0430\u0442 \u043F\u0440\u0438\u043C\u0435\u0440\u044B \u043A\u043E\u0434\u0430.
`),_=i("p"),g=a("\u0415\u0441\u043B\u0438 \u0432\u044B \u0445\u043E\u0442\u0438\u0442\u0435 \u0437\u0430\u043F\u0443\u0441\u043A\u0430\u0442\u044C \u043D\u043E\u0443\u0442\u0431\u0443\u043A\u0438 \u043B\u043E\u043A\u0430\u043B\u044C\u043D\u043E, \u0442\u043E \u043E\u0431\u0440\u0430\u0442\u0438\u0442\u0435 \u0432\u043D\u0438\u043C\u0430\u043D\u0438\u0435 \u043D\u0430 \u0440\u0430\u0437\u0434\u0435\u043B "),d=i("a"),q=a("setup"),I=a("."),this.h()},l(k){u=n(k,"\u{1F440} \u0412\u0438\u0434\u0438\u0442\u0435 \u043A\u043D\u043E\u043F\u043A\u0443 "),$=o(k,"EM",{});var H=p($);m=n(H,"Open in Colab"),H.forEach(s),v=n(k,` \u0441\u043F\u0440\u0430\u0432\u0430 \u0441\u0432\u0435\u0440\u0445\u0443? \u041D\u0430\u0436\u043C\u0438\u0442\u0435 \u043D\u0430 \u043D\u0435\u0435, \u0447\u0442\u043E\u0431\u044B \u043E\u0442\u043A\u0440\u044B\u0442\u044C \u0431\u043B\u043E\u043A\u043D\u043E\u0442 \u0432 Google Colab \u0441 \u043F\u0440\u0438\u043C\u0435\u0440\u0430\u043C\u0438 \u043A\u043E\u0434\u0430 \u044D\u0442\u043E\u0433\u043E \u0440\u0430\u0437\u0434\u0435\u043B\u0430. \u042D\u0442\u0430 \u043A\u043D\u043E\u043F\u043A\u0430 \u0431\u0443\u0434\u0435\u0442 \u0432\u043E \u0432\u0441\u0435\u0445 \u0440\u0430\u0437\u0434\u0435\u043B\u0430\u0445, \u043A\u043E\u0442\u043E\u0440\u044B\u0435 \u0441\u043E\u0434\u0435\u0440\u0436\u0430\u0442 \u043F\u0440\u0438\u043C\u0435\u0440\u044B \u043A\u043E\u0434\u0430.
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\u043C\u043E\u0434\u0435\u043B\u044F\u043C\u0438 \u0438\u043B\u0438 \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u0430\u043C\u0438! \u0414\u043B\u044F \u044D\u0442\u043E\u0433\u043E \u043D\u0443\u0436\u043D\u043E \u0441\u043E\u0437\u0434\u0430\u0442\u044C \u0430\u043A\u043A\u0430\u0443\u043D\u0442: "),$=o(v,"A",{href:!0});var _=p($);m=n(_,"Create a huggingface.co"),_.forEach(s),this.h()},h(){h($,"href","https://huggingface.co/join")},m(v,_){r(v,u,_),r(v,$,_),t($,m)},d(v){v&&s(u),v&&s($)}}}function Mo(C){let u,$,m,v,_;return{c(){u=i("p"),$=a("\u270F\uFE0F "),m=i("strong"),v=a("\u041F\u043E\u043F\u0440\u043E\u0431\u0443\u0439\u0442\u0435"),_=a(" \u041F\u043E\u044D\u043A\u0441\u043F\u0435\u0440\u0438\u043C\u0435\u043D\u0442\u0438\u0440\u0443\u0439\u0442\u0435 \u0441 \u0441\u043E\u0431\u0441\u0442\u0432\u0435\u043D\u043D\u044B\u043C\u0438 \u043F\u0440\u0435\u0434\u043B\u043E\u0436\u0435\u043D\u0438\u044F\u043C\u0438 \u0438 \u043C\u0435\u0442\u043A\u0430\u043C\u0438, \u0438 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classifier = pipeline("sentiment-analysis")
classifier("I've been waiting for a HuggingFace course my whole life.")`,highlighted:`<span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> pipeline

classifier = pipeline(<span class="hljs-string">&quot;sentiment-analysis&quot;</span>)
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classifier = pipeline("zero-shot-classification")
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classifier = pipeline(<span class="hljs-string">&quot;zero-shot-classification&quot;</span>)
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generator = pipeline(<span class="hljs-string">&quot;text-generation&quot;</span>, model=<span class="hljs-string">&quot;distilgpt2&quot;</span>)
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unmasker = pipeline(<span class="hljs-string">&quot;fill-mask&quot;</span>)
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ner = pipeline("ner", grouped_entities=True)
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ner = pipeline(<span class="hljs-string">&quot;ner&quot;</span>, grouped_entities=<span class="hljs-literal">True</span>)
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 {'entity_group': 'LOC', 'score': 0.99321, 'word': 'Brooklyn', 'start': 49, 'end': 57}
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]`}}),_e=new je({props:{$$slots:{default:[Bo]},$$scope:{ctx:C}}}),ls=new O({props:{code:`from transformers import pipeline

question_answerer = pipeline("question-answering")
question_answerer(
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    context="My name is Sylvain and I work at Hugging Face in Brooklyn",
)`,highlighted:`<span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> pipeline

question_answerer = pipeline(<span class="hljs-string">&quot;question-answering&quot;</span>)
question_answerer(
    question=<span class="hljs-string">&quot;Where do I work?&quot;</span>,
    context=<span class="hljs-string">&quot;My name is Sylvain and I work at Hugging Face in Brooklyn&quot;</span>,
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summarizer = pipeline("summarization")
summarizer(
    """
    America has changed dramatically during recent years. Not only has the number of 
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    electrical, chemical, and aeronautical engineering declined, but in most of 
    the premier American universities engineering curricula now concentrate on 
    and encourage largely the study of engineering science. As a result, there 
    are declining offerings in engineering subjects dealing with infrastructure, 
    the environment, and related issues, and greater concentration on high 
    technology subjects, largely supporting increasingly complex scientific 
    developments. While the latter is important, it should not be at the expense 
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    Rapidly developing economies such as China and India, as well as other 
    industrial countries in Europe and Asia, continue to encourage and advance 
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    six and eight times as many traditional engineers as does the United States. 
    Other industrial countries at minimum maintain their output, while America 
    suffers an increasingly serious decline in the number of engineering graduates 
    and a lack of well-educated engineers.
"""
)`,highlighted:`<span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> pipeline

summarizer = pipeline(<span class="hljs-string">&quot;summarization&quot;</span>)
summarizer(
    <span class="hljs-string">&quot;&quot;&quot;
    America has changed dramatically during recent years. Not only has the number of 
    graduates in traditional engineering disciplines such as mechanical, civil, 
    electrical, chemical, and aeronautical engineering declined, but in most of 
    the premier American universities engineering curricula now concentrate on 
    and encourage largely the study of engineering science. As a result, there 
    are declining offerings in engineering subjects dealing with infrastructure, 
    the environment, and related issues, and greater concentration on high 
    technology subjects, largely supporting increasingly complex scientific 
    developments. While the latter is important, it should not be at the expense 
    of more traditional engineering.

    Rapidly developing economies such as China and India, as well as other 
    industrial countries in Europe and Asia, continue to encourage and advance 
    the teaching of engineering. Both China and India, respectively, graduate 
    six and eight times as many traditional engineers as does the United States. 
    Other industrial countries at minimum maintain their output, while America 
    suffers an increasingly serious decline in the number of engineering graduates 
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)`}}),is=new O({props:{code:`[{'summary_text': ' America has changed dramatically during recent years . The '
                  'number of engineering graduates in the U.S. has declined in '
                  'traditional engineering disciplines such as mechanical, civil '
                  ', electrical, chemical, and aeronautical engineering . Rapidly '
                  'developing economies such as China and India, as well as other '
                  'industrial countries in Europe and Asia, continue to encourage '
                  'and advance engineering .'}]`,highlighted:`[{<span class="hljs-string">&#x27;summary_text&#x27;</span>: <span class="hljs-string">&#x27; America has changed dramatically during recent years . The &#x27;</span>
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                  <span class="hljs-string">&#x27;, electrical, chemical, and aeronautical engineering . Rapidly &#x27;</span>
                  <span class="hljs-string">&#x27;developing economies such as China and India, as well as other &#x27;</span>
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translator = pipeline("translation", model="Helsinki-NLP/opus-mt-fr-en")
translator("Ce cours est produit par Hugging Face.")`,highlighted:`<span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> pipeline

translator = pipeline(<span class="hljs-string">&quot;translation&quot;</span>, model=<span class="hljs-string">&quot;Helsinki-NLP/opus-mt-fr-en&quot;</span>)
translator(<span class="hljs-string">&quot;Ce cours est produit par Hugging Face.&quot;</span>)`}}),cs=new O({props:{code:"[{'translation_text': 'This course is produced by Hugging Face.'}]",highlighted:'[{<span class="hljs-string">&#x27;translation_text&#x27;</span>: <span class="hljs-string">&#x27;This course is produced by Hugging Face.&#x27;</span>}]'}}),we=new je({props:{$$slots:{default:[Uo]},$$scope:{ctx:C}}}),{c(){u=i("meta"),$=f(),m=i("h1"),v=a("\u0422\u0440\u0430\u043D\u0441\u0444\u043E\u0440\u043C\u0435\u0440\u044B, \u043D\u0430 \u0447\u0442\u043E \u043E\u043D\u0438 \u0441\u043F\u043E\u0441\u043E\u0431\u043D\u044B?"),_=f(),w(g.$$.fragment),d=f(),q=i("p"),I=a("\u0412 \u044D\u0442\u043E\u043C \u0440\u0430\u0437\u0434\u0435\u043B\u0435 \u043C\u044B \u043F\u043E\u0441\u043C\u043E\u0442\u0440\u0438\u043C, \u043D\u0430 \u0447\u0442\u043E \u0441\u043F\u043E\u0441\u043E\u0431\u043D\u044B \u0442\u0440\u0430\u043D\u0441\u0444\u043E\u0440\u043C\u0435\u0440\u044B \u0438 \u043F\u0435\u0440\u0432\u044B\u0439 \u0440\u0430\u0437 \u043F\u0440\u0438\u043C\u0435\u043D\u0438\u043C \u0444\u0443\u043D\u043A\u0446\u0438\u044E \u0438\u0437 \u0431\u0438\u0431\u043B\u0438\u043E\u0442\u0435\u043A\u0438 \u{1F917} Transformers: "),k=i("code"),H=a("pipeline()"),D=a("."),T=f(),w(M.$$.fragment),ye=f(),R=i("h2"),wa=a("\u0422\u0440\u0430\u043D\u0441\u0444\u043E\u0440\u043C\u0435\u0440\u044B \u043F\u043E\u0432\u0441\u044E\u0434\u0443!"),Ft=f(),ms=i("p"),xa=a("\u0422\u0440\u0430\u043D\u0441\u0444\u043E\u0440\u043C\u0435\u0440\u044B \u0438\u0441\u043F\u043E\u043B\u044C\u0437\u0443\u044E\u0442\u0441\u044F \u0434\u043B\u044F \u0440\u0435\u0448\u0435\u043D\u0438\u044F \u0432\u0441\u0435\u0445 \u0432\u0438\u0434\u043E\u0432 \u0437\u0430\u0434\u0430\u0447 NLP, \u043F\u0435\u0440\u0435\u0447\u0438\u0441\u043B\u0435\u043D\u043D\u044B\u0445 \u0432 \u043F\u0440\u0435\u0434\u044B\u0434\u0443\u0449\u0435\u043C \u0440\u0430\u0437\u0434\u0435\u043B\u0435. \u0411\u0438\u0431\u043B\u0438\u043E\u0442\u0435\u043A\u0430  Transformers \u0438\u0441\u043F\u043E\u043B\u044C\u0437\u0443\u044E\u0442\u0441\u044F \u043D\u0435\u043A\u043E\u0442\u043E\u0440\u044B\u043C\u0438 \u043A\u043E\u043C\u043F\u0430\u043D\u0438\u044F\u043C\u0438 \u0438 \u043E\u0440\u0433\u0430\u043D\u0438\u0437\u0430\u0446\u0438\u044F\u043C\u0438, \u043A\u043E\u0442\u043E\u0440\u044B\u0435 \u0434\u0435\u043B\u044F\u0442\u0441\u044F \u0441\u0432\u043E\u0438\u043C\u0438 \u043C\u043E\u0434\u0435\u043B\u044F\u043C\u0438 \u0441 \u0441\u043E\u043E\u0431\u0449\u0435\u0441\u0442\u0432\u043E\u043C Hugging Face:"),Mt=f(),ee=i("img"),Rt=f(),z=i("p"),Ea=a("\u0411\u0438\u0431\u043B\u0438\u043E\u0442\u0435\u043A\u0430 "),ke=i("a"),ba=a("\u{1F917} Transformers"),ja=a(" \u043F\u0440\u0435\u0434\u043E\u0441\u0442\u0430\u0432\u043B\u044F\u0435\u0442 \u0440\u0430\u0437\u043B\u0438\u0447\u043D\u0443\u044E \u0444\u0443\u043D\u043A\u0446\u0438\u043E\u043D\u0430\u043B\u044C\u043D\u043E\u0441\u0442\u044C \u0434\u043B\u044F \u0441\u043E\u0437\u0434\u0430\u043D\u0438\u044F \u0438 \u0438\u0441\u043F\u043E\u043B\u044C\u0437\u043E\u0432\u0430\u043D\u0438\u044F \u044D\u0442\u0438\u0445 \u043C\u043E\u0434\u0435\u043B\u0435\u0439. 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\u043A\u043E\u043D\u043A\u0440\u0435\u0442\u043D\u043E\u0439 \u0437\u0430\u0434\u0430\u0447\u0438. \u041D\u0430\u043F\u0440\u0438\u043C\u0435\u0440, \u0434\u043B\u044F \u0433\u0435\u043D\u0435\u0440\u0430\u0446\u0438\u0438 \u0442\u0435\u043A\u0441\u0442\u0430. \u041F\u0435\u0440\u0435\u0439\u0434\u0438\u0442\u0435 \u043F\u043E \u0441\u0441\u044B\u043B\u043A\u0435 "),ze=i("a"),In=a("Model Hub"),Cn=a(" \u0438 \u043A\u043B\u0438\u043A\u043D\u0438\u0442\u0435 \u043D\u0430 \u0441\u043E\u043E\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044E\u0449\u0438\u0439 \u0442\u0435\u0433 \u0441\u043B\u0435\u0432\u0430, \u0447\u0442\u043E\u0431\u044B \u043F\u043E\u043B\u0443\u0447\u0438\u0442\u044C \u0441\u043F\u0438\u0441\u043E\u043A \u0434\u043E\u0441\u0442\u0443\u043F\u043D\u044B\u0445 \u0434\u043B\u044F \u044D\u0442\u043E\u0439 \u0437\u0430\u0434\u0430\u0447\u0438 \u043C\u043E\u0434\u0435\u043B\u0435\u0439. \u0412\u044B \u0434\u043E\u043B\u0436\u043D\u044B \u0443\u0432\u0438\u0434\u0435\u0442\u044C \u0441\u0442\u0440\u0430\u043D\u0438\u0446\u0443, \u043F\u043E\u0434\u043E\u0431\u043D\u0443\u044E "),Ge=i("a"),Hn=a("\u044D\u0442\u043E\u0439"),Tn=a("."),_l=f(),ce=i("p"),An=a("\u0414\u0430\u0432\u0430\u0439\u0442\u0435 \u043F\u043E\u043F\u0440\u043E\u0431\u0443\u0435\u043C \u043C\u043E\u0434\u0435\u043B\u044C "),Be=i("a"),pt=i("code"),Sn=a("distilgpt2"),Dn=a("! \u0422\u0443\u0442 \u043F\u043E\u043A\u0430\u0437\u0430\u043D\u043E, \u043A\u0430\u043A \u0437\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u044C \u0435\u0435 \u0432 \u0442\u0430\u043A\u043E\u0439 \u0436\u0435 \u043F\u0430\u0439\u043F\u043B\u0430\u0439\u043D, \u043A\u0430\u043A \u0432 \u043F\u0440\u0438\u043C\u0435\u0440\u0430\u0445 \u0432\u044B\u0448\u0435:"),vl=f(),w(Ue.$$.fragment),wl=f(),w(Ve.$$.fragment),xl=f(),xs=i("p"),Nn=a("\u0412\u044B \u043C\u043E\u0436\u0435\u0442\u0435 \u0443\u0442\u043E\u0447\u043D\u0438\u0442\u044C, \u0434\u043B\u044F \u043A\u0430\u043A\u043E\u0433\u043E \u044F\u0437\u044B\u043A\u0430 \u0432\u0430\u043C \u043D\u0443\u0436\u043D\u0430 \u043C\u043E\u0434\u0435\u043B\u044C, \u0449\u0435\u043B\u043A\u043D\u0443\u0432 \u043D\u0430 \u044F\u0437\u044B\u043A\u043E\u0432\u044B\u0435 \u0442\u0435\u0433\u0438, \u0438 \u0432\u044B\u0431\u0440\u0430\u0442\u044C \u0442\u0443, \u043A\u043E\u0442\u043E\u0440\u0430\u044F \u0431\u0443\u0434\u0435\u0442 \u0433\u0435\u043D\u0435\u0440\u0438\u0440\u043E\u0432\u0430\u0442\u044C \u0442\u0435\u043A\u0441\u0442 \u043D\u0430 \u0434\u0440\u0443\u0433\u043E\u043C \u044F\u0437\u044B\u043A\u0435. Model Hub \u043F\u0440\u0435\u0434\u043E\u0431\u0443\u0447\u0435\u043D\u043D\u044B\u0435 \u043C\u043E\u0434\u0435\u043B\u0438 \u0434\u043B\u044F \u043C\u043D\u043E\u0433\u043E\u044F\u0437\u044B\u0447\u043D\u044B\u0445 \u0437\u0430\u0434\u0430\u0447."),El=f(),Es=i("p"),Ln=a("\u041A\u0430\u043A \u0442\u043E\u043B\u044C\u043A\u043E \u0432\u044B \u0432\u044B\u0431\u0435\u0440\u0435\u0442\u0435 \u043C\u043E\u0434\u0435\u043B\u044C, \u0432\u044B \u0443\u0432\u0438\u0434\u0438\u0442\u0435, \u0447\u0442\u043E \u0435\u0441\u0442\u044C \u0432\u0438\u0434\u0436\u0435\u0442, \u043F\u043E\u0437\u0432\u043E\u043B\u044F\u044E\u0449\u0438\u0439 \u0432\u0430\u043C \u043F\u043E\u043F\u0440\u043E\u0431\u043E\u0432\u0430\u0442\u044C \u0435\u0435 \u043F\u0440\u044F\u043C\u043E \u043D\u0430 \u0441\u0430\u0439\u0442\u0435. \u0422\u0430\u043A\u0438\u043C \u043E\u0431\u0440\u0430\u0437\u043E\u043C, \u0432\u044B \u043C\u043E\u0436\u0435\u0442\u0435 \u0431\u044B\u0441\u0442\u0440\u043E \u043F\u0440\u043E\u0442\u0435\u0441\u0442\u0438\u0440\u043E\u0432\u0430\u0442\u044C \u0432\u043E\u0437\u043C\u043E\u0436\u043D\u043E\u0441\u0442\u0438 \u043C\u043E\u0434\u0435\u043B\u0438 \u043F\u0435\u0440\u0435\u0434 \u0435\u0435 \u0437\u0430\u0433\u0440\u0443\u0437\u043A\u043E\u0439."),bl=f(),w(ue.$$.fragment),jl=f(),K=i("h3"),me=i("a"),ft=i("span"),w(We.$$.fragment),Fn=f(),ct=i("span"),Mn=a("The Inference API"),yl=f(),he=i("p"),Rn=a("\u0412\u0441\u0435 \u043C\u043E\u0434\u0435\u043B\u0438 \u043C\u043E\u0433\u0443\u0442 \u0431\u044B\u0442\u044C \u043F\u0440\u043E\u0442\u0435\u0441\u0442\u0438\u0440\u043E\u0432\u0430\u043D\u044B \u043F\u0440\u044F\u043C\u043E \u043D\u0430 \u0441\u0430\u0439\u0442\u0435 \u0441 \u0438\u0441\u043F\u043E\u043B\u044C\u0437\u043E\u0432\u0430\u043D\u0438\u0435\u043C inference api, \u0434\u043E\u0441\u0442\u0443\u043F\u043D\u0433\u043E \u043F\u043E \u0430\u0434\u0440\u0435\u0441\u0443 "),Ze=i("a"),zn=a("https://huggingface.co/"),Gn=a(". \u0412\u044B \u043C\u043E\u0436\u0435\u0442\u0435 \u043F\u043E\u043F\u0440\u043E\u0431\u043E\u0432\u0430\u0442\u044C \u043F\u0440\u0438\u043C\u0435\u043D\u0438\u0442\u044C \u043C\u043E\u0434\u0435\u043B\u044C \u0432\u0432\u043E\u0434\u044F \u0440\u0430\u0437\u043B\u0438\u0447\u043D\u044B\u0439 \u0442\u0435\u043A\u0441\u0442 \u0438 \u0441\u0440\u0430\u0437\u0443 \u0436\u0435 \u043F\u043E\u043B\u0443\u0447\u0430\u044F \u0440\u0435\u0437\u0443\u043B\u044C\u0442\u0430\u0442."),kl=f(),ge=i("p"),Bn=a("Inference API \u0442\u0430\u043A\u0436\u0435 \u043F\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043B\u044F\u0435\u0442\u0441\u044F \u043A\u0430\u043A \u043F\u043B\u0430\u0442\u043D\u044B\u0439 \u043F\u0440\u043E\u0434\u0443\u043A\u0442, \u0447\u0442\u043E \u043F\u0440\u0438\u0433\u043E\u0434\u0438\u0442\u0441\u044F \u0434\u043B\u044F \u0438\u043D\u0442\u0435\u0433\u0440\u0438\u0440\u043E\u0432\u0430\u043D\u0438\u044F \u043C\u043E\u0434\u0435\u043B\u0435\u0439 \u0432 \u0441\u0432\u043E\u0438 \u0440\u0430\u0431\u043E\u0447\u0438\u0435 \u043F\u0440\u043E\u0446\u0435\u0441\u0441\u044B. \u041F\u043E\u0434\u0440\u043E\u0431\u043D\u0435\u0435 \u043C\u043E\u0436\u043D\u043E \u0443\u0437\u043D\u0430\u0442\u044C \u043D\u0430 \u0441\u0442\u0440\u0430\u043D\u0438\u0446\u0435 \u0441 "),Ye=i("a"),Un=a("\u0446\u0435\u043D\u0430\u043C\u0438"),Vn=a("."),ql=f(),Je=i("h2"),Wn=a("\u0417\u0430\u043F\u043E\u043B\u043D\u0435\u043D\u0438\u0435 \u043F\u0440\u043E\u043F\u0443\u0441\u043A\u043E\u0432"),Pl=f(),bs=i("p"),Zn=a("\u0421\u043B\u0435\u0434\u0443\u044E\u0449\u0430\u044F \u0437\u0430\u0434\u0430\u0447\u0430, \u043D\u0430 \u043A\u043E\u0442\u043E\u0440\u0443\u044E \u043C\u044B \u043E\u0431\u0440\u0430\u0442\u0438\u043C \u0432\u043D\u0438\u043C\u0430\u043D\u0438\u0435, \u0441\u0432\u044F\u0437\u0430\u043D\u0430 \u0441 \u0437\u0430\u043F\u043E\u043B\u043D\u0435\u043D\u0438\u0435\u043C \u043F\u0440\u043E\u043F\u0443\u0441\u043A\u043E\u0432 \u0432 \u0442\u0435\u043A\u0441\u0442\u0435. \u0418\u0434\u0435\u044F \u043E\u0447\u0435\u043D\u044C \u043F\u0440\u043E\u0441\u0442\u0430, \u043C\u044B \u043F\u0440\u043E\u0434\u0435\u043C\u043E\u043D\u0441\u0442\u0440\u0438\u0440\u0443\u0435\u043C \u0435\u0435 \u043D\u0430 \u043F\u0440\u043E\u0441\u0442\u043E\u043C \u0442\u0435\u043A\u0441\u0442\u0435:"),Ol=f(),w(Ke.$$.fragment),Il=f(),w(Qe.$$.fragment),Cl=f(),L=i("p"),Yn=a("\u0410\u0440\u0433\u0443\u043C\u0435\u043D\u0442 "),ut=i("code"),Jn=a("top_k"),Kn=a(" \u0443\u043A\u0430\u0437\u044B\u0432\u0430\u0435\u0442, \u0441\u043A\u043E\u043B\u044C\u043A\u043E \u0432\u0430\u0440\u0438\u0430\u043D\u0442\u043E\u0432 \u0434\u043B\u044F \u043F\u0440\u043E\u043F\u0443\u0449\u0435\u043D\u043D\u043E\u0433\u043E \u0441\u043B\u043E\u0432\u0430 \u0431\u0443\u0434\u0435\u0442 \u043E\u0442\u043E\u0431\u0440\u0430\u0436\u0435\u043D\u043E. \u041E\u0431\u0440\u0430\u0442\u0438\u0442\u0435 \u0432\u043D\u0438\u043C\u0430\u043D\u0438\u0435, \u0447\u0442\u043E \u043C\u043E\u0434\u0435\u043B\u044C \u0437\u0430\u043F\u043E\u043B\u043D\u0438\u0442 \u043F\u0440\u043E\u043F\u0443\u0441\u043A \u043D\u0430 \u043C\u0435\u0441\u0442\u0435 \u0441\u043B\u043E\u0432\u0430 "),mt=i("code"),Qn=a("<mask>"),Xn=a(", \u043A\u043E\u0442\u043E\u0440\u043E\u0435 \u0447\u0430\u0441\u0442\u043E \u0438\u043D\u0442\u0435\u0440\u043F\u0440\u0435\u0442\u0438\u0440\u0443\u044E\u0442 \u043A\u0430\u043A "),ht=i("em"),er=a("mask token"),sr=a(". \u0414\u0440\u0443\u0433\u0438\u0435 \u043C\u043E\u0434\u0435\u043B\u0438 \u043C\u043E\u0433\u0443\u0442 \u0438\u0441\u043F\u043E\u043B\u044C\u0437\u043E\u0432\u0430\u0442\u044C \u0434\u0440\u0443\u0433\u0438\u0435 \u0442\u043E\u043A\u0435\u043D\u044B \u0434\u043B\u044F \u043E\u0431\u043E\u0437\u043D\u0430\u0447\u0435\u043D\u0438\u044F \u043F\u0440\u043E\u043F\u0443\u0441\u043A\u0430, \u0432\u0441\u0435\u0433\u0434\u0430 \u043B\u0443\u0447\u0448\u0435 \u043F\u0440\u043E\u0432\u0435\u0440\u044F\u0442\u044C \u044D\u0442\u043E. \u041E\u0434\u0438\u043D \u0438\u0437 \u0441\u043F\u043E\u0441\u043E\u0431\u043E\u0432 \u0441\u0434\u0435\u043B\u0430\u0442\u044C \u044D\u0442\u043E - \u043E\u0431\u0440\u0430\u0442\u0438\u0442\u044C \u0432\u043D\u0438\u043C\u0430\u043D\u0438\u0435 \u043D\u0430 \u0432\u0438\u0434\u0436\u0435\u0442 \u0434\u043B\u044F \u0441\u043E\u043E\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044E\u0449\u0435\u0439 \u043C\u043E\u0434\u0435\u043B\u0438."),Hl=f(),F=i("p"),tr=a("The "),gt=i("code"),lr=a("top_k"),ar=a(" argument controls how many possibilities you want to be displayed. Note that here the model fills in the special "),dt=i("code"),nr=a("<mask>"),rr=a(" word, which is often referred to as a "),$t=i("em"),ir=a("mask token"),or=a(". Other mask-filling models might have different mask tokens, so it\u2019s always good to verify the proper mask word when exploring other models. One way to check it is by looking at the mask word used in the widget."),Tl=f(),w(de.$$.fragment),Al=f(),Q=i("h2"),$e=i("a"),_t=i("span"),w(Xe.$$.fragment),pr=f(),vt=i("span"),fr=a("\u0420\u0430\u0441\u043F\u043E\u0437\u043D\u0430\u0432\u0430\u043D\u0438\u0435 \u0438\u043C\u0435\u043D\u043E\u0432\u0430\u043D\u043D\u044B\u0445 \u0441\u0443\u0449\u043D\u043E\u0441\u0442\u0435\u0439 (NER)"),Sl=f(),js=i("p"),cr=a("\u0420\u0430\u0441\u043F\u043E\u0437\u043D\u0430\u0432\u0430\u043D\u0438\u0435 \u0438\u043C\u0435\u043D\u043E\u0432\u0430\u043D\u043D\u044B\u0445 \u0441\u0443\u0449\u043D\u043E\u0441\u0442\u0435\u0439 - \u044D\u0442\u043E \u0437\u0430\u0434\u0430\u0447\u0430, \u0432 \u043A\u043E\u0442\u043E\u0440\u043E\u0439 \u043C\u043E\u0434\u0435\u043B\u0438 \u043D\u0435\u043E\u0431\u0445\u043E\u0434\u0438\u043C\u043E \u043D\u0430\u0439\u0442\u0438 \u0447\u0430\u0441\u0442\u0438 \u0442\u0435\u043A\u0441\u0442\u0430, \u0441\u043E\u043E\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044E\u0449\u0438\u0435 \u043D\u0435\u043A\u043E\u0442\u043E\u0440\u044B\u043C \u0441\u0443\u0449\u043D\u043E\u0441\u0442\u044F\u043C, \u043D\u0430\u043F\u0440\u0438\u043C\u0435\u0440: \u043F\u0435\u0440\u0441\u043E\u043D\u0430\u043C, \u043C\u0435\u0441\u0442\u0430\u043C, \u043E\u0440\u0433\u0430\u043D\u0438\u0437\u0430\u0446\u0438\u044F\u043C. \u0414\u0430\u0432\u0430\u0439\u0442\u0435 \u043F\u043E\u0441\u043C\u043E\u0442\u0440\u0438\u043C \u043D\u0430 \u043F\u0440\u0438\u043C\u0435\u0440:"),Dl=f(),w(es.$$.fragment),Nl=f(),w(ss.$$.fragment),Ll=f(),ys=i("p"),ur=a("\u0412 \u044D\u0442\u043E\u043C \u043F\u0440\u0438\u043C\u0435\u0440\u0435 \u043C\u043E\u0434\u0435\u043B\u044C \u043A\u043E\u0440\u0440\u0435\u043A\u0442\u043D\u043E \u043E\u0431\u043E\u0437\u043D\u0430\u0447\u0438\u043B\u0430 \u0421\u0438\u043B\u044C\u0432\u0435\u043D \u043A\u0430\u043A \u043F\u0435\u0440\u0441\u043E\u043D\u0443 (PER), Hugging Face \u043A\u0430\u043A \u043E\u0440\u0433\u0430\u043D\u0438\u0437\u0430\u0446\u0438\u044E (ORG) \u0438 \u0411\u0440\u0443\u043A\u043B\u0438\u043D \u043A\u0430\u043A \u043B\u043E\u043A\u0430\u0446\u0438\u044E (LOC)."),Fl=f(),A=i("p"),mr=a("\u041C\u044B \u043F\u0435\u0440\u0435\u0434\u0430\u043B\u0438 \u0432 \u043F\u0430\u0439\u043F\u043B\u0430\u0439\u043D \u0430\u0440\u0433\u0443\u043C\u0435\u043D\u0442 "),wt=i("code"),hr=a("grouped_entities=True"),gr=a(" \u0434\u043B\u044F \u0442\u043E\u0433\u043E, \u0447\u0442\u043E\u0431\u044B \u043C\u043E\u0434\u0435\u043B\u044C \u0441\u0433\u0440\u0443\u043F\u043F\u0438\u0440\u043E\u0432\u0430\u043B\u0430 \u0447\u0430\u0441\u0442\u0438 \u043F\u0440\u0435\u0434\u043B\u043E\u0436\u0435\u043D\u0438\u044F, \u0441\u043E\u043E\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044E\u0449\u0438\u0435 \u043E\u0434\u043D\u043E\u0439 \u0441\u0443\u0449\u043D\u043E\u0441\u0442\u0438: \u0432 \u0434\u0430\u043D\u043D\u043E\u043C \u0441\u043B\u0443\u0447\u0430\u0435 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