import{S as ss,i as ts,s as as,e as f,k as x,w as N,t as c,M as rs,c as u,d as t,m as j,x as B,a as h,h as p,b as E,N as Xe,G as r,g as m,y as G,o as M,p as Ye,q as T,B as R,v as ls,n as Ze}from"../../chunks/vendor-hf-doc-builder.js";import{T as os}from"../../chunks/Tip-hf-doc-builder.js";import{C as ae}from"../../chunks/CodeBlock-hf-doc-builder.js";import{D as es}from"../../chunks/DocNotebookDropdown-hf-doc-builder.js";import{F as ns}from"../../chunks/FrameworkSwitchCourse-hf-doc-builder.js";function cs(A){let l,i;return l=new es({props:{classNames:"absolute z-10 right-0 top-0",options:[{label:"Google Colab",value:"https://colab.research.google.com/github/huggingface/notebooks/blob/master/course/chapter4/section2_tf.ipynb"},{label:"Aws Studio",value:"https://studiolab.sagemaker.aws/import/github/huggingface/notebooks/blob/master/course/chapter4/section2_tf.ipynb"}]}}),{c(){N(l.$$.fragment)},l(s){B(l.$$.fragment,s)},m(s,_){G(l,s,_),i=!0},i(s){i||(T(l.$$.fragment,s),i=!0)},o(s){M(l.$$.fragment,s),i=!1},d(s){R(l,s)}}}function ps(A){let l,i;return l=new es({props:{classNames:"absolute z-10 right-0 top-0",options:[{label:"Google Colab",value:"https://colab.research.google.com/github/huggingface/notebooks/blob/master/course/chapter4/section2_pt.ipynb"},{label:"Aws Studio",value:"https://studiolab.sagemaker.aws/import/github/huggingface/notebooks/blob/master/course/chapter4/section2_pt.ipynb"}]}}),{c(){N(l.$$.fragment)},l(s){B(l.$$.fragment,s)},m(s,_){G(l,s,_),i=!0},i(s){i||(T(l.$$.fragment,s),i=!0)},o(s){M(l.$$.fragment,s),i=!1},d(s){R(l,s)}}}function is(A){let l,i,s,_,b,w,L,g,k,$,q,z,C,d,F;return l=new ae({props:{code:"",highlighted:`<span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> CamembertTokenizer, TFCamembertForMaskedLM

tokenizer = CamembertTokenizer.from_pretrained(<span class="hljs-string">&quot;camembert-base&quot;</span>)
model = TFCamembertForMaskedLM.from_pretrained(<span class="hljs-string">&quot;camembert-base&quot;</span>)`}}),d=new ae({props:{code:"",highlighted:`<span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> AutoTokenizer, TFAutoModelForMaskedLM

tokenizer = AutoTokenizer.from_pretrained(<span class="hljs-string">&quot;camembert-base&quot;</span>)
model = TFAutoModelForMaskedLM.from_pretrained(<span class="hljs-string">&quot;camembert-base&quot;</span>)`}}),{c(){N(l.$$.fragment),i=x(),s=f("p"),_=c("\u041E\u0434\u043D\u0430\u043A\u043E \u0432\u043C\u0435\u0441\u0442\u043E \u044D\u0442\u043E\u0433\u043E \u043C\u044B \u0440\u0435\u043A\u043E\u043C\u0435\u043D\u0434\u0443\u0435\u043C \u0438\u0441\u043F\u043E\u043B\u044C\u0437\u043E\u0432\u0430\u0442\u044C "),b=f("a"),w=f("code"),L=c("TFAuto*"),g=c(" classes"),k=c(" \u0442\u0430\u043A \u043A\u0430\u043A \u043E\u043D\u0438 \u043F\u043E \u0441\u0432\u043E\u0435\u0439 \u043A\u043E\u043D\u0441\u0442\u0440\u0443\u043A\u0446\u0438\u0438 \u043D\u0435 \u0437\u0430\u0432\u0438\u0441\u044F\u0442 \u043E\u0442 \u0430\u0440\u0445\u0438\u0442\u0435\u043A\u0442\u0443\u0440\u044B \u0438\u0441\u043F\u043E\u043B\u044C\u0437\u0443\u0435\u043C\u043E\u0439 \u043C\u043E\u0434\u0435\u043B\u0438. \u0412 \u0442\u043E \u0432\u0440\u0435\u043C\u044F \u043A\u0430\u043A \u043F\u0440\u0435\u0434\u044B\u0434\u0443\u0449\u0438\u0439 \u043F\u0440\u0438\u043C\u0435\u0440 \u043A\u043E\u0434\u0430 \u043E\u0433\u0440\u0430\u043D\u0438\u0447\u0438\u0432\u0430\u0435\u0442 \u043F\u043E\u043B\u044C\u0437\u043E\u0432\u0430\u0442\u0435\u043B\u0435\u0439 \u0447\u0435\u043A\u043F\u043E\u0438\u043D\u0442\u0430\u043C\u0438, \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u0435\u043C\u044B\u043C\u0438 \u0432 \u0430\u0440\u0445\u0438\u0442\u0435\u043A\u0442\u0443\u0440\u0435 CamemBERT, \u0438\u0441\u043F\u043E\u043B\u044C\u0437\u043E\u0432\u0430\u043D\u0438\u0435 \u043A\u043B\u0430\u0441\u0441\u043E\u0432 "),$=f("code"),q=c("TFAuto*"),z=c(" \u0443\u043F\u0440\u043E\u0449\u0430\u0435\u0442 \u043F\u0435\u0440\u0435\u043A\u043B\u044E\u0447\u0435\u043D\u0438\u0435 \u043C\u0435\u0436\u0434\u0443 \u0447\u0435\u043A\u043F\u043E\u0438\u043D\u0442\u0430\u043C\u0438:"),C=x(),N(d.$$.fragment),this.h()},l(a){B(l.$$.fragment,a),i=j(a),s=u(a,"P",{});var n=h(s);_=p(n,"\u041E\u0434\u043D\u0430\u043A\u043E \u0432\u043C\u0435\u0441\u0442\u043E \u044D\u0442\u043E\u0433\u043E \u043C\u044B \u0440\u0435\u043A\u043E\u043C\u0435\u043D\u0434\u0443\u0435\u043C \u0438\u0441\u043F\u043E\u043B\u044C\u0437\u043E\u0432\u0430\u0442\u044C "),b=u(n,"A",{href:!0,rel:!0});var v=h(b);w=u(v,"CODE",{});var I=h(w);L=p(I,"TFAuto*"),I.forEach(t),g=p(v," classes"),v.forEach(t),k=p(n," \u0442\u0430\u043A \u043A\u0430\u043A \u043E\u043D\u0438 \u043F\u043E \u0441\u0432\u043E\u0435\u0439 \u043A\u043E\u043D\u0441\u0442\u0440\u0443\u043A\u0446\u0438\u0438 \u043D\u0435 \u0437\u0430\u0432\u0438\u0441\u044F\u0442 \u043E\u0442 \u0430\u0440\u0445\u0438\u0442\u0435\u043A\u0442\u0443\u0440\u044B \u0438\u0441\u043F\u043E\u043B\u044C\u0437\u0443\u0435\u043C\u043E\u0439 \u043C\u043E\u0434\u0435\u043B\u0438. \u0412 \u0442\u043E \u0432\u0440\u0435\u043C\u044F \u043A\u0430\u043A \u043F\u0440\u0435\u0434\u044B\u0434\u0443\u0449\u0438\u0439 \u043F\u0440\u0438\u043C\u0435\u0440 \u043A\u043E\u0434\u0430 \u043E\u0433\u0440\u0430\u043D\u0438\u0447\u0438\u0432\u0430\u0435\u0442 \u043F\u043E\u043B\u044C\u0437\u043E\u0432\u0430\u0442\u0435\u043B\u0435\u0439 \u0447\u0435\u043A\u043F\u043E\u0438\u043D\u0442\u0430\u043C\u0438, \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u0435\u043C\u044B\u043C\u0438 \u0432 \u0430\u0440\u0445\u0438\u0442\u0435\u043A\u0442\u0443\u0440\u0435 CamemBERT, \u0438\u0441\u043F\u043E\u043B\u044C\u0437\u043E\u0432\u0430\u043D\u0438\u0435 \u043A\u043B\u0430\u0441\u0441\u043E\u0432 "),$=u(n,"CODE",{});var S=h($);q=p(S,"TFAuto*"),S.forEach(t),z=p(n," \u0443\u043F\u0440\u043E\u0449\u0430\u0435\u0442 \u043F\u0435\u0440\u0435\u043A\u043B\u044E\u0447\u0435\u043D\u0438\u0435 \u043C\u0435\u0436\u0434\u0443 \u0447\u0435\u043A\u043F\u043E\u0438\u043D\u0442\u0430\u043C\u0438:"),n.forEach(t),C=j(a),B(d.$$.fragment,a),this.h()},h(){E(b,"href","https://huggingface.co/transformers/model_doc/auto.html?highlight=auto#auto-classes"),E(b,"rel","nofollow")},m(a,n){G(l,a,n),m(a,i,n),m(a,s,n),r(s,_),r(s,b),r(b,w),r(w,L),r(b,g),r(s,k),r(s,$),r($,q),r(s,z),m(a,C,n),G(d,a,n),F=!0},i(a){F||(T(l.$$.fragment,a),T(d.$$.fragment,a),F=!0)},o(a){M(l.$$.fragment,a),M(d.$$.fragment,a),F=!1},d(a){R(l,a),a&&t(i),a&&t(s),a&&t(C),R(d,a)}}}function ms(A){let l,i,s,_,b,w,L,g,k,$,q,z,C,d,F;return l=new ae({props:{code:"",highlighted:`<span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> CamembertTokenizer, CamembertForMaskedLM

tokenizer = CamembertTokenizer.from_pretrained(<span class="hljs-string">&quot;camembert-base&quot;</span>)
model = CamembertForMaskedLM.from_pretrained(<span class="hljs-string">&quot;camembert-base&quot;</span>)`}}),d=new ae({props:{code:"",highlighted:`<span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> AutoTokenizer, AutoModelForMaskedLM

tokenizer = AutoTokenizer.from_pretrained(<span class="hljs-string">&quot;camembert-base&quot;</span>)
model = AutoModelForMaskedLM.from_pretrained(<span class="hljs-string">&quot;camembert-base&quot;</span>)`}}),{c(){N(l.$$.fragment),i=x(),s=f("p"),_=c("\u041E\u0434\u043D\u0430\u043A\u043E \u0432\u043C\u0435\u0441\u0442\u043E \u044D\u0442\u043E\u0433\u043E \u043C\u044B \u0440\u0435\u043A\u043E\u043C\u0435\u043D\u0434\u0443\u0435\u043C \u0438\u0441\u043F\u043E\u043B\u044C\u0437\u043E\u0432\u0430\u0442\u044C "),b=f("a"),w=f("code"),L=c("Auto*"),g=c(" \u043A\u043B\u0430\u0441\u0441\u044B"),k=c(", \u0442\u0430\u043A \u043A\u0430\u043A \u043E\u043D\u0438 \u043F\u043E \u0441\u0432\u043E\u0435\u0439 \u043A\u043E\u043D\u0441\u0442\u0440\u0443\u043A\u0446\u0438\u0438 \u043D\u0435 \u0437\u0430\u0432\u0438\u0441\u044F\u0442 \u043E\u0442 \u0430\u0440\u0445\u0438\u0442\u0435\u043A\u0442\u0443\u0440\u044B \u0438\u0441\u043F\u043E\u043B\u044C\u0437\u0443\u0435\u043C\u043E\u0439 \u043C\u043E\u0434\u0435\u043B\u0438. \u0412 \u0442\u043E \u0432\u0440\u0435\u043C\u044F \u043A\u0430\u043A \u043F\u0440\u0435\u0434\u044B\u0434\u0443\u0449\u0438\u0439 \u043F\u0440\u0438\u043C\u0435\u0440 \u043A\u043E\u0434\u0430 \u043E\u0433\u0440\u0430\u043D\u0438\u0447\u0438\u0432\u0430\u0435\u0442 \u043F\u043E\u043B\u044C\u0437\u043E\u0432\u0430\u0442\u0435\u043B\u0435\u0439 \u0447\u0435\u043A\u043F\u043E\u0438\u043D\u0442\u0430\u043C\u0438, \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u0435\u043C\u044B\u043C\u0438 \u0432 \u0430\u0440\u0445\u0438\u0442\u0435\u043A\u0442\u0443\u0440\u0435 CamemBERT, \u0438\u0441\u043F\u043E\u043B\u044C\u0437\u043E\u0432\u0430\u043D\u0438\u0435 \u043A\u043B\u0430\u0441\u0441\u043E\u0432 "),$=f("code"),q=c("Auto*"),z=c(" \u0443\u043F\u0440\u043E\u0449\u0430\u0435\u0442 \u043F\u0435\u0440\u0435\u043A\u043B\u044E\u0447\u0435\u043D\u0438\u0435 \u043C\u0435\u0436\u0434\u0443 \u0447\u0435\u043A\u043F\u043E\u0438\u043D\u0442\u0430\u043C\u0438:"),C=x(),N(d.$$.fragment),this.h()},l(a){B(l.$$.fragment,a),i=j(a),s=u(a,"P",{});var n=h(s);_=p(n,"\u041E\u0434\u043D\u0430\u043A\u043E \u0432\u043C\u0435\u0441\u0442\u043E \u044D\u0442\u043E\u0433\u043E \u043C\u044B \u0440\u0435\u043A\u043E\u043C\u0435\u043D\u0434\u0443\u0435\u043C \u0438\u0441\u043F\u043E\u043B\u044C\u0437\u043E\u0432\u0430\u0442\u044C "),b=u(n,"A",{href:!0,rel:!0});var v=h(b);w=u(v,"CODE",{});var I=h(w);L=p(I,"Auto*"),I.forEach(t),g=p(v," \u043A\u043B\u0430\u0441\u0441\u044B"),v.forEach(t),k=p(n,", \u0442\u0430\u043A \u043A\u0430\u043A \u043E\u043D\u0438 \u043F\u043E \u0441\u0432\u043E\u0435\u0439 \u043A\u043E\u043D\u0441\u0442\u0440\u0443\u043A\u0446\u0438\u0438 \u043D\u0435 \u0437\u0430\u0432\u0438\u0441\u044F\u0442 \u043E\u0442 \u0430\u0440\u0445\u0438\u0442\u0435\u043A\u0442\u0443\u0440\u044B \u0438\u0441\u043F\u043E\u043B\u044C\u0437\u0443\u0435\u043C\u043E\u0439 \u043C\u043E\u0434\u0435\u043B\u0438. \u0412 \u0442\u043E \u0432\u0440\u0435\u043C\u044F \u043A\u0430\u043A \u043F\u0440\u0435\u0434\u044B\u0434\u0443\u0449\u0438\u0439 \u043F\u0440\u0438\u043C\u0435\u0440 \u043A\u043E\u0434\u0430 \u043E\u0433\u0440\u0430\u043D\u0438\u0447\u0438\u0432\u0430\u0435\u0442 \u043F\u043E\u043B\u044C\u0437\u043E\u0432\u0430\u0442\u0435\u043B\u0435\u0439 \u0447\u0435\u043A\u043F\u043E\u0438\u043D\u0442\u0430\u043C\u0438, \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u0435\u043C\u044B\u043C\u0438 \u0432 \u0430\u0440\u0445\u0438\u0442\u0435\u043A\u0442\u0443\u0440\u0435 CamemBERT, \u0438\u0441\u043F\u043E\u043B\u044C\u0437\u043E\u0432\u0430\u043D\u0438\u0435 \u043A\u043B\u0430\u0441\u0441\u043E\u0432 "),$=u(n,"CODE",{});var S=h($);q=p(S,"Auto*"),S.forEach(t),z=p(n," \u0443\u043F\u0440\u043E\u0449\u0430\u0435\u0442 \u043F\u0435\u0440\u0435\u043A\u043B\u044E\u0447\u0435\u043D\u0438\u0435 \u043C\u0435\u0436\u0434\u0443 \u0447\u0435\u043A\u043F\u043E\u0438\u043D\u0442\u0430\u043C\u0438:"),n.forEach(t),C=j(a),B(d.$$.fragment,a),this.h()},h(){E(b,"href","https://huggingface.co/transformers/model_doc/auto.html?highlight=auto#auto-classes"),E(b,"rel","nofollow")},m(a,n){G(l,a,n),m(a,i,n),m(a,s,n),r(s,_),r(s,b),r(b,w),r(w,L),r(b,g),r(s,k),r(s,$),r($,q),r(s,z),m(a,C,n),G(d,a,n),F=!0},i(a){F||(T(l.$$.fragment,a),T(d.$$.fragment,a),F=!0)},o(a){M(l.$$.fragment,a),M(d.$$.fragment,a),F=!1},d(a){R(l,a),a&&t(i),a&&t(s),a&&t(C),R(d,a)}}}function fs(A){let l,i;return{c(){l=f("p"),i=c("\u041F\u0440\u0438 \u0438\u0441\u043F\u043E\u043B\u044C\u0437\u043E\u0432\u0430\u043D\u0438\u0438 \u043F\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043B\u044C\u043D\u043E \u043E\u0431\u0443\u0447\u0435\u043D\u043D\u043E\u0439 \u043C\u043E\u0434\u0435\u043B\u0438 \u043E\u0431\u044F\u0437\u0430\u0442\u0435\u043B\u044C\u043D\u043E \u043F\u0440\u043E\u0432\u0435\u0440\u044C\u0442\u0435: \u043A\u0430\u043A \u043E\u043D\u0430 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camembert_fill_mask = pipeline(<span class="hljs-string">&quot;fill-mask&quot;</span>, model=<span class="hljs-string">&quot;camembert-base&quot;</span>)
results = camembert_fill_mask(<span class="hljs-string">&quot;Le camembert est &lt;mask&gt; :)&quot;</span>)`}}),K=new ae({props:{code:`[
  {'sequence': 'Le camembert est d\xE9licieux :)', 'score': 0.49091005325317383, 'token': 7200, 'token_str': 'd\xE9licieux'}, 
  {'sequence': 'Le camembert est excellent :)', 'score': 0.1055697426199913, 'token': 2183, 'token_str': 'excellent'}, 
  {'sequence': 'Le camembert est succulent :)', 'score': 0.03453313186764717, 'token': 26202, 'token_str': 'succulent'}, 
  {'sequence': 'Le camembert est meilleur :)', 'score': 0.0330314114689827, 'token': 528, 'token_str': 'meilleur'}, 
  {'sequence': 'Le camembert est parfait :)', 'score': 0.03007650189101696, 'token': 1654, 'token_str': 'parfait'}
]`,highlighted:`[
  {<span class="hljs-string">&#x27;sequence&#x27;</span>: <span class="hljs-string">&#x27;Le camembert est d\xE9licieux :)&#x27;</span>, <span class="hljs-string">&#x27;score&#x27;</span>: <span class="hljs-number">0.49091005325317383</span>, <span class="hljs-string">&#x27;token&#x27;</span>: <span class="hljs-number">7200</span>, <span class="hljs-string">&#x27;token_str&#x27;</span>: <span class="hljs-string">&#x27;d\xE9licieux&#x27;</span>}, 
  {<span class="hljs-string">&#x27;sequence&#x27;</span>: <span class="hljs-string">&#x27;Le camembert est excellent :)&#x27;</span>, <span class="hljs-string">&#x27;score&#x27;</span>: <span class="hljs-number">0.1055697426199913</span>, <span class="hljs-string">&#x27;token&#x27;</span>: <span class="hljs-number">2183</span>, <span class="hljs-string">&#x27;token_str&#x27;</span>: <span class="hljs-string">&#x27;excellent&#x27;</span>}, 
  {<span class="hljs-string">&#x27;sequence&#x27;</span>: <span class="hljs-string">&#x27;Le camembert est succulent :)&#x27;</span>, <span class="hljs-string">&#x27;score&#x27;</span>: <span class="hljs-number">0.03453313186764717</span>, <span class="hljs-string">&#x27;token&#x27;</span>: <span class="hljs-number">26202</span>, <span class="hljs-string">&#x27;token_str&#x27;</span>: <span class="hljs-string">&#x27;succulent&#x27;</span>}, 
  {<span class="hljs-string">&#x27;sequence&#x27;</span>: <span class="hljs-string">&#x27;Le camembert est meilleur :)&#x27;</span>, <span class="hljs-string">&#x27;score&#x27;</span>: <span class="hljs-number">0.0330314114689827</span>, <span class="hljs-string">&#x27;token&#x27;</span>: <span class="hljs-number">528</span>, <span class="hljs-string">&#x27;token_str&#x27;</span>: <span class="hljs-string">&#x27;meilleur&#x27;</span>}, 
  {<span class="hljs-string">&#x27;sequence&#x27;</span>: <span class="hljs-string">&#x27;Le camembert est parfait :)&#x27;</span>, <span class="hljs-string">&#x27;score&#x27;</span>: <span class="hljs-number">0.03007650189101696</span>, <span class="hljs-string">&#x27;token&#x27;</span>: <span class="hljs-number">1654</span>, <span class="hljs-string">&#x27;token_str&#x27;</span>: <span class="hljs-string">&#x27;parfait&#x27;</span>}
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