import{S as ls,i as cs,s as is,e as l,k as E,w as H,t as u,M as ps,c,d as t,m as w,x as J,a as p,h as d,b as h,N as as,G as e,g as F,y as U,o as D,p as rs,q as L,B as K,v as ms,n as ns}from"../../chunks/vendor-hf-doc-builder.js";import{T as us}from"../../chunks/Tip-hf-doc-builder.js";import{C as pe}from"../../chunks/CodeBlock-hf-doc-builder.js";import{D as os}from"../../chunks/DocNotebookDropdown-hf-doc-builder.js";import{F as ds}from"../../chunks/FrameworkSwitchCourse-hf-doc-builder.js";function fs(z){let a,o;return a=new os({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(){H(a.$$.fragment)},l(r){J(a.$$.fragment,r)},m(r,m){U(a,r,m),o=!0},i(r){o||(L(a.$$.fragment,r),o=!0)},o(r){D(a.$$.fragment,r),o=!1},d(r){K(a,r)}}}function hs(z){let a,o;return a=new os({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(){H(a.$$.fragment)},l(r){J(a.$$.fragment,r)},m(r,m){U(a,r,m),o=!0},i(r){o||(L(a.$$.fragment,r),o=!0)},o(r){D(a.$$.fragment,r),o=!1},d(r){K(a,r)}}}function gs(z){let a,o,r,m,n,g,b,M,k,$,j,q,S,I,T,x,v,A;return o=new pe({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>)`}}),v=new pe({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(){a=l("div"),H(o.$$.fragment),r=E(),m=l("p"),n=u("\u0628\u0627 \u0627\u06CC\u0646 \u062D\u0627\u0644 \u062A\u0648\u0635\u06CC\u0647 \u0645\u06CC\u200C\u06A9\u0646\u06CC\u0645 \u0628\u0647 \u062C\u0627\u06CC \u0627\u06CC\u0646 \u06A9\u0627\u0631\u060C \u0627\u0632 \u06A9\u0644\u0627\u0633\u200C\u0647\u0627\u06CC\u06CC \u0627\u0633\u062A\u0641\u0627\u062F\u0647 \u06A9\u0646\u06CC\u062F \u06A9\u0647 \u0646\u0627\u0645 \u0622\u0646\u200C\u0647\u0627 \u0628\u0627 "),g=l("span"),b=l("a"),M=l("code"),k=u("TFAuto*"),$=u(" \u0634\u0631\u0648\u0639 \u0645\u06CC\u200C\u0634\u0648\u062F\u061B \u0686\u0631\u0627 \u06A9\u0647 \u0637\u0631\u0627\u062D\u06CC \u0627\u06CC\u0646 \u06A9\u0644\u0627\u0633\u200C\u0647\u0627\u06CC \u062E\u0648\u062F\u06A9\u0627\u0631 \u0628\u0647 \u06AF\u0648\u0646\u0647\u200C\u0627\u06CC\u0633\u062A \u06A9\u0647 \u0641\u0627\u0631\u063A \u0627\u0632 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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>)`}}),v=new pe({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(){a=l("div"),H(o.$$.fragment),r=E(),m=l("p"),n=u("\u0628\u0627 \u0627\u06CC\u0646 \u062D\u0627\u0644 \u062A\u0648\u0635\u06CC\u0647 \u0645\u06CC\u200C\u06A9\u0646\u06CC\u0645 \u0628\u0647 \u062C\u0627\u06CC \u0627\u06CC\u0646 \u06A9\u0627\u0631\u060C \u0627\u0632 \u06A9\u0644\u0627\u0633\u200C\u0647\u0627\u06CC\u06CC \u0627\u0633\u062A\u0641\u0627\u062F\u0647 \u06A9\u0646\u06CC\u062F \u06A9\u0647 \u0646\u0627\u0645 \u0622\u0646\u200C\u0647\u0627 \u0628\u0627 "),g=l("span"),b=l("a"),M=l("code"),k=u("Auto*"),$=u(" \u0634\u0631\u0648\u0639 \u0645\u06CC\u200C\u0634\u0648\u062F\u061B \u0686\u0631\u0627 \u06A9\u0647 \u0637\u0631\u0627\u062D\u06CC \u0627\u06CC\u0646 \u06A9\u0644\u0627\u0633\u200C\u0647\u0627\u06CC \u062E\u0648\u062F\u06A9\u0627\u0631 \u0628\u0647 \u06AF\u0648\u0646\u0647\u200C\u0627\u06CC\u0633\u062A \u06A9\u0647 \u0641\u0627\u0631\u063A \u0627\u0632 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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>)`}}),te=new pe({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'}
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  {<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>}
]`}});const Re=[_s,gs],ne=[];function He(i,O){return i[0]==="pt"?0:1}return B=He(z),G=ne[B]=Re[B](z),Z=new us({props:{$$slots:{default:[bs]},$$scope:{ctx:z}}}),{c(){a=l("meta"),o=E(),H(r.$$.fragment),m=E(),n=l("div"),g=l("h1"),b=u("\u0628\u06A9\u0627\u0631\u06AF\u06CC\u0631\u06CC \u0645\u062F\u0644\u200C\u0647\u0627\u06CC \u0627\u0632 \u067E\u06CC\u0634 \u062A\u0639\u0644\u06CC\u0645 \u062F\u06CC\u062F\u0647"),M=E(),$.c(),j=E(),q=l("p"),S=u("\u0647\u0627\u0628 \u0645\u062F\u0644\u200C\u0647\u0627\u060C \u0627\u0646\u062A\u062E\u0627\u0628 \u0645\u062F\u0644 \u0645\u0646\u0627\u0633\u0628 \u0631\u0627 \u0633\u0627\u062F\u0647 \u0645\u06CC\u200C\u06A9\u0646\u062F\u061B \u0628\u0647 \u0637\u0648\u0631\u06CC \u06A9\u0647 \u0645\u06CC\u200C\u062A\u0648\u0627\u0646 \u0628\u0627 \u0686\u0646\u062F \u062E\u0637 \u06A9\u062F\u060C \u0622\u0646 \u0631\u0627 \u062F\u0631 \u0647\u0631 \u06A9\u062A\u0627\u0628\u062E\u0627\u0646\u0647 \u067E\u0627\u06CC\u06CC\u0646\u200C\u062F\u0633\u062A\u06CC 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