import{S as Jc,i as Wc,s as Xc,e as o,k as d,w as C,t as a,M as Kc,c,d as l,m as f,x as A,a as p,h as r,b as j,N as jn,G as e,g as S,y as O,o as $,p as ue,q as v,B as M,v as Zc,n as de}from"../../chunks/vendor-hf-doc-builder.js";import{T as Uc}from"../../chunks/Tip-hf-doc-builder.js";import{Y as Qc}from"../../chunks/Youtube-hf-doc-builder.js";import{C as q}from"../../chunks/CodeBlock-hf-doc-builder.js";import{D as Yc}from"../../chunks/DocNotebookDropdown-hf-doc-builder.js";import{F as ep}from"../../chunks/FrameworkSwitchCourse-hf-doc-builder.js";function sp(E){let s,u;return s=new Yc({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/chapter2/section2_tf.ipynb"},{label:"Aws Studio",value:"https://studiolab.sagemaker.aws/import/github/huggingface/notebooks/blob/master/course/chapter2/section2_tf.ipynb"}]}}),{c(){C(s.$$.fragment)},l(t){A(s.$$.fragment,t)},m(t,m){O(s,t,m),u=!0},i(t){u||(v(s.$$.fragment,t),u=!0)},o(t){$(s.$$.fragment,t),u=!1},d(t){M(s,t)}}}function tp(E){let s,u;return s=new Yc({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/chapter2/section2_pt.ipynb"},{label:"Aws Studio",value:"https://studiolab.sagemaker.aws/import/github/huggingface/notebooks/blob/master/course/chapter2/section2_pt.ipynb"}]}}),{c(){C(s.$$.fragment)},l(t){A(s.$$.fragment,t)},m(t,m){O(s,t,m),u=!0},i(t){u||(v(s.$$.fragment,t),u=!0)},o(t){$(s.$$.fragment,t),u=!1},d(t){M(s,t)}}}function np(E){let s;return{c(){s=a("\u0627\u06CC\u0646 \u0627\u0648\u0644\u06CC\u0646 \u0628\u062E\u0634\u06CC \u0627\u0633\u062A \u06A9\u0647 \u0645\u062D\u062A\u0648\u0627\u06CC \u0622\u0646 \u0628\u0633\u062A\u0647 \u0628\u0647 \u0627\u06CC\u0646\u06A9\u0647 \u0627\u0632 \u067E\u0627\u06CC\u062A\u0648\u0631\u0686 \u06CC\u0627 \u062A\u0650\u0646\u0633\u0648\u0631\u0641\u0650\u0644\u0648 \u0627\u0633\u062A\u0641\u0627\u062F\u0647 \u0645\u06CC\u200C\u06A9\u0646\u06CC\u062F \u06A9\u0645\u06CC \u0645\u062A\u0641\u0627\u0648\u062A \u0627\u0633\u062A. \u0627\u0632 \u0633\u0648\u06CC\u0686 \u0628\u0627\u0644\u0627\u06CC \u0635\u0641\u062D\u0647 \u0628\u0631\u0627\u06CC \u0627\u0646\u062A\u062E\u0627\u0628 \u067E\u0644\u062A\u0641\u0631\u0645\u06CC \u06A9\u0647 \u062A\u0631\u062C\u06CC\u062D \u0645\u06CC\u200C\u062F\u0647\u06CC\u062F \u0627\u0633\u062A\u0641\u0627\u062F\u0647 \u06A9\u0646\u06CC\u062F!")},l(u){s=r(u,"\u0627\u06CC\u0646 \u0627\u0648\u0644\u06CC\u0646 \u0628\u062E\u0634\u06CC \u0627\u0633\u062A \u06A9\u0647 \u0645\u062D\u062A\u0648\u0627\u06CC \u0622\u0646 \u0628\u0633\u062A\u0647 \u0628\u0647 \u0627\u06CC\u0646\u06A9\u0647 \u0627\u0632 \u067E\u0627\u06CC\u062A\u0648\u0631\u0686 \u06CC\u0627 \u062A\u0650\u0646\u0633\u0648\u0631\u0641\u0650\u0644\u0648 \u0627\u0633\u062A\u0641\u0627\u062F\u0647 \u0645\u06CC\u200C\u06A9\u0646\u06CC\u062F \u06A9\u0645\u06CC \u0645\u062A\u0641\u0627\u0648\u062A \u0627\u0633\u062A. \u0627\u0632 \u0633\u0648\u06CC\u0686 \u0628\u0627\u0644\u0627\u06CC \u0635\u0641\u062D\u0647 \u0628\u0631\u0627\u06CC \u0627\u0646\u062A\u062E\u0627\u0628 \u067E\u0644\u062A\u0641\u0631\u0645\u06CC \u06A9\u0647 \u062A\u0631\u062C\u06CC\u062D \u0645\u06CC\u200C\u062F\u0647\u06CC\u062F \u0627\u0633\u062A\u0641\u0627\u062F\u0647 \u06A9\u0646\u06CC\u062F!")},m(u,t){S(u,s,t)},d(u){u&&l(s)}}}function lp(E){let s,u;return s=new Qc({props:{id:"wVN12smEvqg"}}),{c(){C(s.$$.fragment)},l(t){A(s.$$.fragment,t)},m(t,m){O(s,t,m),u=!0},i(t){u||(v(s.$$.fragment,t),u=!0)},o(t){$(s.$$.fragment,t),u=!1},d(t){M(s,t)}}}function ap(E){let s,u;return s=new Qc({props:{id:"1pedAIvTWXk"}}),{c(){C(s.$$.fragment)},l(t){A(s.$$.fragment,t)},m(t,m){O(s,t,m),u=!0},i(t){u||(v(s.$$.fragment,t),u=!0)},o(t){$(s.$$.fragment,t),u=!1},d(t){M(s,t)}}}function rp(E){let s,u;return s=new q({props:{code:`raw_inputs = [
    "I've been waiting for a HuggingFace course my whole life.",
    "I hate this so much!",
]
inputs = tokenizer(raw_inputs, padding=True, truncation=True, return_tensors="tf")
print(inputs)`,highlighted:`raw_inputs = [
    <span class="hljs-string">&quot;I&#x27;ve been waiting for a HuggingFace course my whole life.&quot;</span>,
    <span class="hljs-string">&quot;I hate this so much!&quot;</span>,
]
inputs = tokenizer(raw_inputs, padding=<span class="hljs-literal">True</span>, truncation=<span class="hljs-literal">True</span>, return_tensors=<span class="hljs-string">&quot;tf&quot;</span>)
<span class="hljs-built_in">print</span>(inputs)`}}),{c(){C(s.$$.fragment)},l(t){A(s.$$.fragment,t)},m(t,m){O(s,t,m),u=!0},i(t){u||(v(s.$$.fragment,t),u=!0)},o(t){$(s.$$.fragment,t),u=!1},d(t){M(s,t)}}}function op(E){let s,u;return s=new q({props:{code:`raw_inputs = [
    "I've been waiting for a HuggingFace course my whole life.",
    "I hate this so much!",
]
inputs = tokenizer(raw_inputs, padding=True, truncation=True, return_tensors="pt")
print(inputs)`,highlighted:`raw_inputs = [
    <span class="hljs-string">&quot;I&#x27;ve been waiting for a HuggingFace course my whole life.&quot;</span>,
    <span class="hljs-string">&quot;I hate this so much!&quot;</span>,
]
inputs = tokenizer(raw_inputs, padding=<span class="hljs-literal">True</span>, truncation=<span class="hljs-literal">True</span>, return_tensors=<span class="hljs-string">&quot;pt&quot;</span>)
<span class="hljs-built_in">print</span>(inputs)`}}),{c(){C(s.$$.fragment)},l(t){A(s.$$.fragment,t)},m(t,m){O(s,t,m),u=!0},i(t){u||(v(s.$$.fragment,t),u=!0)},o(t){$(s.$$.fragment,t),u=!1},d(t){M(s,t)}}}function cp(E){let s,u,t,m,n,g;return n=new q({props:{code:`{
    'input_ids': <tf.Tensor: shape=(2, 16), dtype=int32, numpy=
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            [  101,  1045,  1005,  2310,  2042,  3403,  2005,  1037, 17662, 12172,  2607,  2026,  2878,  2166,  1012,   102],
            [  101,  1045,  5223,  2023,  2061,  2172,   999,   102,     0,     0,     0,     0,     0,     0,     0,     0]
        ], dtype=int32)>,
    'attention_mask': <tf.Tensor: shape=(2, 16), dtype=int32, numpy=
        array([
            [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1],
            [1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0]
        ], dtype=int32)>
}`,highlighted:`{
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        ], dtype=int32)&gt;,
    <span class="hljs-string">&#x27;attention_mask&#x27;</span>: &lt;tf.Tensor: shape=(<span class="hljs-number">2</span>, <span class="hljs-number">16</span>), dtype=int32, numpy=
        array([
            [<span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>],
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        ], dtype=int32)&gt;
}`}}),{c(){s=o("p"),u=a("\u062E\u0631\u0648\u062C\u06CC \u062A\u0650\u0646\u0633\u0648\u0631\u0647\u0627\u06CC \u062A\u0650\u0646\u0633\u0648\u0631\u0641\u0650\u0644\u0648 \u0628\u0647 \u0627\u06CC\u0646 \u0634\u06A9\u0644 \u0627\u0633\u062A:"),t=d(),m=o("div"),C(n.$$.fragment),this.h()},l(b){s=c(b,"P",{});var P=p(s);u=r(P,"\u062E\u0631\u0648\u062C\u06CC \u062A\u0650\u0646\u0633\u0648\u0631\u0647\u0627\u06CC \u062A\u0650\u0646\u0633\u0648\u0631\u0641\u0650\u0644\u0648 \u0628\u0647 \u0627\u06CC\u0646 \u0634\u06A9\u0644 \u0627\u0633\u062A:"),P.forEach(l),t=f(b),m=c(b,"DIV",{dir:!0});var y=p(m);A(n.$$.fragment,y),y.forEach(l),this.h()},h(){j(m,"dir","ltr")},m(b,P){S(b,s,P),e(s,u),S(b,t,P),S(b,m,P),O(n,m,null),g=!0},i(b){g||(v(n.$$.fragment,b),g=!0)},o(b){$(n.$$.fragment,b),g=!1},d(b){b&&l(s),b&&l(t),b&&l(m),M(n)}}}function pp(E){let s,u,t,m,n,g;return n=new q({props:{code:`{
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    ]),
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        [1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0]
    ])
}`,highlighted:`{
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        [  <span class="hljs-number">101</span>,  <span class="hljs-number">1045</span>,  <span class="hljs-number">5223</span>,  <span class="hljs-number">2023</span>,  <span class="hljs-number">2061</span>,  <span class="hljs-number">2172</span>,   <span class="hljs-number">999</span>,   <span class="hljs-number">102</span>,     <span class="hljs-number">0</span>,     <span class="hljs-number">0</span>,     <span class="hljs-number">0</span>,     <span class="hljs-number">0</span>,     <span class="hljs-number">0</span>,     <span class="hljs-number">0</span>,     <span class="hljs-number">0</span>,     <span class="hljs-number">0</span>]
    ]),
    <span class="hljs-string">&#x27;attention_mask&#x27;</span>: tensor([
        [<span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>, <span class="hljs-number">1</span>],
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    ])
}`}}),{c(){s=o("p"),u=a("\u062E\u0631\u0648\u062C\u06CC \u062A\u0650\u0646\u0633\u0648\u0631\u0647\u0627\u06CC \u067E\u0627\u06CC\u062A\u0648\u0631\u0686 \u0628\u0647 \u0627\u06CC\u0646 \u0634\u06A9\u0644 \u0627\u0633\u062A:"),t=d(),m=o("div"),C(n.$$.fragment),this.h()},l(b){s=c(b,"P",{});var P=p(s);u=r(P,"\u062E\u0631\u0648\u062C\u06CC \u062A\u0650\u0646\u0633\u0648\u0631\u0647\u0627\u06CC \u067E\u0627\u06CC\u062A\u0648\u0631\u0686 \u0628\u0647 \u0627\u06CC\u0646 \u0634\u06A9\u0644 \u0627\u0633\u062A:"),P.forEach(l),t=f(b),m=c(b,"DIV",{dir:!0});var y=p(m);A(n.$$.fragment,y),y.forEach(l),this.h()},h(){j(m,"dir","ltr")},m(b,P){S(b,s,P),e(s,u),S(b,t,P),S(b,m,P),O(n,m,null),g=!0},i(b){g||(v(n.$$.fragment,b),g=!0)},o(b){$(n.$$.fragment,b),g=!1},d(b){b&&l(s),b&&l(t),b&&l(m),M(n)}}}function ip(E){let s,u,t,m,n,g,b,P,y,k,I,D,w;return D=new q({props:{code:"",highlighted:`<span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> TFAutoModel

checkpoint = <span class="hljs-string">&quot;distilbert-base-uncased-finetuned-sst-2-english&quot;</span>
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checkpoint = <span class="hljs-string">&quot;distilbert-base-uncased-finetuned-sst-2-english&quot;</span>
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checkpoint = <span class="hljs-string">&quot;distilbert-base-uncased-finetuned-sst-2-english&quot;</span>
model = TFAutoModelForSequenceClassification.from_pretrained(checkpoint)
outputs = model(inputs)`}}),{c(){s=o("p"),u=a("\u0628\u0631\u0627\u06CC \u0627\u06CC\u0646 \u0645\u062B\u0627\u0644\u060C \u0646\u06CC\u0627\u0632\u0645\u0646\u062F \u0645\u062F\u0644\u06CC \u0628\u0627 \u0633\u064E\u0631 \u0645\u062E\u0635\u0648\u0635 \u062F\u0633\u062A\u0647\u200C\u0628\u0646\u062F\u06CC \u0631\u0634\u062A\u0647\u200C\u0647\u0627 (\u0628\u0631\u0627\u06CC \u062A\u0634\u062E\u06CC\u0635 \u0645\u0646\u0641\u06CC \u06CC\u0627 \u0645\u062B\u0628\u062A \u0628\u0648\u062F\u0646 \u062C\u0645\u0644\u0627\u062A) \u0647\u0633\u062A\u06CC\u0645. \u067E\u0633 \u0628\u0647 \u062C\u0627\u06CC \u06A9\u0644\u0627\u0633 "),t=o("code"),m=a("TFAutoModel"),n=a(" \u0627\u0632 \u06A9\u0644\u0627\u0633 "),g=o("code"),b=a("TFAutoModelForSequenceClassification"),P=a(" \u0627\u0633\u062A\u0641\u0627\u062F\u0647 \u0645\u06CC\u200C\u06A9\u0646\u06CC\u0645:"),y=d(),k=o("div"),C(I.$$.fragment),this.h()},l(w){s=c(w,"P",{});var _=p(s);u=r(_,"\u0628\u0631\u0627\u06CC \u0627\u06CC\u0646 \u0645\u062B\u0627\u0644\u060C \u0646\u06CC\u0627\u0632\u0645\u0646\u062F \u0645\u062F\u0644\u06CC \u0628\u0627 \u0633\u064E\u0631 \u0645\u062E\u0635\u0648\u0635 \u062F\u0633\u062A\u0647\u200C\u0628\u0646\u062F\u06CC \u0631\u0634\u062A\u0647\u200C\u0647\u0627 (\u0628\u0631\u0627\u06CC \u062A\u0634\u062E\u06CC\u0635 \u0645\u0646\u0641\u06CC \u06CC\u0627 \u0645\u062B\u0628\u062A \u0628\u0648\u062F\u0646 \u062C\u0645\u0644\u0627\u062A) \u0647\u0633\u062A\u06CC\u0645. \u067E\u0633 \u0628\u0647 \u062C\u0627\u06CC \u06A9\u0644\u0627\u0633 "),t=c(_,"CODE",{});var T=p(t);m=r(T,"TFAutoModel"),T.forEach(l),n=r(_," \u0627\u0632 \u06A9\u0644\u0627\u0633 "),g=c(_,"CODE",{});var N=p(g);b=r(N,"TFAutoModelForSequenceClassification"),N.forEach(l),P=r(_," \u0627\u0633\u062A\u0641\u0627\u062F\u0647 \u0645\u06CC\u200C\u06A9\u0646\u06CC\u0645:"),_.forEach(l),y=f(w),k=c(w,"DIV",{dir:!0});var F=p(k);A(I.$$.fragment,F),F.forEach(l),this.h()},h(){j(k,"dir","ltr")},m(w,_){S(w,s,_),e(s,u),e(s,t),e(t,m),e(s,n),e(s,g),e(g,b),e(s,P),S(w,y,_),S(w,k,_),O(I,k,null),D=!0},i(w){D||(v(I.$$.fragment,w),D=!0)},o(w){$(I.$$.fragment,w),D=!1},d(w){w&&l(s),w&&l(y),w&&l(k),M(I)}}}function mp(E){let s,u,t,m,n,g,b,P,y,k,I,D;return I=new q({props:{code:"",highlighted:`<span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> AutoModelForSequenceClassification

checkpoint = <span class="hljs-string">&quot;distilbert-base-uncased-finetuned-sst-2-english&quot;</span>
model = AutoModelForSequenceClassification.from_pretrained(checkpoint)
outputs = model(**inputs)`}}),{c(){s=o("p"),u=a("\u0628\u0631\u0627\u06CC \u0627\u06CC\u0646 \u0645\u062B\u0627\u0644\u060C \u0646\u06CC\u0627\u0632\u0645\u0646\u062F \u0645\u062F\u0644\u06CC \u0628\u0627 \u0633\u064E\u0631 \u0645\u062E\u0635\u0648\u0635 \u062F\u0633\u062A\u0647\u200C\u0628\u0646\u062F\u06CC \u0631\u0634\u062A\u0647\u200C\u0647\u0627 (\u0628\u0631\u0627\u06CC \u062A\u0634\u062E\u06CC\u0635 \u0645\u0646\u0641\u06CC \u06CC\u0627 \u0645\u062B\u0628\u062A \u0628\u0648\u062F\u0646 \u062C\u0645\u0644\u0627\u062A) \u0647\u0633\u062A\u06CC\u0645. \u067E\u0633 \u0628\u0647 \u062C\u0627\u06CC \u06A9\u0644\u0627\u0633 "),t=o("code"),m=a("AutoModel"),n=a(" \u0627\u0632 \u06A9\u0644\u0627\u0633 "),g=o("code"),b=a("AutoModelForSequenceClassification"),P=a(" \u0627\u0633\u062A\u0641\u0627\u062F\u0647 \u0645\u06CC\u200C\u06A9\u0646\u06CC\u0645:"),y=d(),k=o("div"),C(I.$$.fragment),this.h()},l(w){s=c(w,"P",{});var _=p(s);u=r(_,"\u0628\u0631\u0627\u06CC \u0627\u06CC\u0646 \u0645\u062B\u0627\u0644\u060C \u0646\u06CC\u0627\u0632\u0645\u0646\u062F \u0645\u062F\u0644\u06CC \u0628\u0627 \u0633\u064E\u0631 \u0645\u062E\u0635\u0648\u0635 \u062F\u0633\u062A\u0647\u200C\u0628\u0646\u062F\u06CC \u0631\u0634\u062A\u0647\u200C\u0647\u0627 (\u0628\u0631\u0627\u06CC \u062A\u0634\u062E\u06CC\u0635 \u0645\u0646\u0641\u06CC \u06CC\u0627 \u0645\u062B\u0628\u062A \u0628\u0648\u062F\u0646 \u062C\u0645\u0644\u0627\u062A) \u0647\u0633\u062A\u06CC\u0645. \u067E\u0633 \u0628\u0647 \u062C\u0627\u06CC \u06A9\u0644\u0627\u0633 "),t=c(_,"CODE",{});var T=p(t);m=r(T,"AutoModel"),T.forEach(l),n=r(_," \u0627\u0632 \u06A9\u0644\u0627\u0633 "),g=c(_,"CODE",{});var N=p(g);b=r(N,"AutoModelForSequenceClassification"),N.forEach(l),P=r(_," \u0627\u0633\u062A\u0641\u0627\u062F\u0647 \u0645\u06CC\u200C\u06A9\u0646\u06CC\u0645:"),_.forEach(l),y=f(w),k=c(w,"DIV",{dir:!0});var F=p(k);A(I.$$.fragment,F),F.forEach(l),this.h()},h(){j(k,"dir","ltr")},m(w,_){S(w,s,_),e(s,u),e(s,t),e(t,m),e(s,n),e(s,g),e(g,b),e(s,P),S(w,y,_),S(w,k,_),O(I,k,null),D=!0},i(w){D||(v(I.$$.fragment,w),D=!0)},o(w){$(I.$$.fragment,w),D=!1},d(w){w&&l(s),w&&l(y),w&&l(k),M(I)}}}function _p(E){let s,u;return s=new q({props:{code:"(2, 2)",highlighted:'(<span class="hljs-number">2</span>, <span class="hljs-number">2</span>)'}}),{c(){C(s.$$.fragment)},l(t){A(s.$$.fragment,t)},m(t,m){O(s,t,m),u=!0},i(t){u||(v(s.$$.fragment,t),u=!0)},o(t){$(s.$$.fragment,t),u=!1},d(t){M(s,t)}}}function bp(E){let s,u;return s=new q({props:{code:"torch.Size([2, 2])",highlighted:'torch.Size([<span class="hljs-number">2</span>, <span class="hljs-number">2</span>])'}}),{c(){C(s.$$.fragment)},l(t){A(s.$$.fragment,t)},m(t,m){O(s,t,m),u=!0},i(t){u||(v(s.$$.fragment,t),u=!0)},o(t){$(s.$$.fragment,t),u=!1},d(t){M(s,t)}}}function gp(E){let s,u;return s=new q({props:{code:`<tf.Tensor: shape=(2, 2), dtype=float32, numpy=
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           [ 4.169231 , -3.3464472]], dtype=float32)>`,highlighted:`&lt;tf.Tensor: shape=(<span class="hljs-number">2</span>, <span class="hljs-number">2</span>), dtype=float32, numpy=
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           [ <span class="hljs-number">4.169231</span> , -<span class="hljs-number">3.3464472</span>]], dtype=float32)&gt;`}}),{c(){C(s.$$.fragment)},l(t){A(s.$$.fragment,t)},m(t,m){O(s,t,m),u=!0},i(t){u||(v(s.$$.fragment,t),u=!0)},o(t){$(s.$$.fragment,t),u=!1},d(t){M(s,t)}}}function $p(E){let s,u;return s=new q({props:{code:`tensor([[-1.5607,  1.6123],
        [ 4.1692, -3.3464]], grad_fn=<AddmmBackward>)`,highlighted:`tensor([[-<span class="hljs-number">1.5607</span>,  <span class="hljs-number">1.6123</span>],
        [ <span class="hljs-number">4.1692</span>, -<span class="hljs-number">3.3464</span>]], grad_fn=&lt;AddmmBackward&gt;)`}}),{c(){C(s.$$.fragment)},l(t){A(s.$$.fragment,t)},m(t,m){O(s,t,m),u=!0},i(t){u||(v(s.$$.fragment,t),u=!0)},o(t){$(s.$$.fragment,t),u=!1},d(t){M(s,t)}}}function vp(E){let s,u;return s=new q({props:{code:"",highlighted:`<span class="hljs-keyword">import</span> tensorflow <span class="hljs-keyword">as</span> tf

predictions = tf.math.softmax(outputs.logits, axis=-<span class="hljs-number">1</span>)
<span class="hljs-built_in">print</span>(predictions)`}}),{c(){C(s.$$.fragment)},l(t){A(s.$$.fragment,t)},m(t,m){O(s,t,m),u=!0},i(t){u||(v(s.$$.fragment,t),u=!0)},o(t){$(s.$$.fragment,t),u=!1},d(t){M(s,t)}}}function jp(E){let s,u;return s=new q({props:{code:"",highlighted:`<span class="hljs-keyword">import</span> torch

predictions = torch.nn.functional.softmax(outputs.logits, dim=-<span class="hljs-number">1</span>)
<span class="hljs-built_in">print</span>(predictions)`}}),{c(){C(s.$$.fragment)},l(t){A(s.$$.fragment,t)},m(t,m){O(s,t,m),u=!0},i(t){u||(v(s.$$.fragment,t),u=!0)},o(t){$(s.$$.fragment,t),u=!1},d(t){M(s,t)}}}function Ep(E){let s,u;return s=new q({props:{code:`tf.Tensor(
[[4.01951671e-02 9.59804833e-01]
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\u06A9\u0647 \u06A9\u0644\u0645\u0647 \u062A\u0650\u0646\u0633\u0648\u0631 \u0631\u0627 \u0645\u06CC\u200C\u0634\u0646\u0648\u06CC\u062F\u060C \u062A\u0635\u0648\u0631 \u06A9\u0646\u06CC\u062F \u0645\u0627\u0646\u0646\u062F \u0622\u0631\u0627\u06CC\u0647\u200C\u0647\u0627\u06CC NumPy \u0647\u0633\u062A\u0646\u062F. \u0627\u06CC\u0646 \u0622\u0631\u0627\u06CC\u0647\u200C\u0647\u0627 \u0645\u06CC\u200C\u062A\u0648\u0627\u0646\u0646\u062F \u0639\u062F\u062F\u06CC (\u062A\u06A9 \u0628\u064F\u0639\u062F\u06CC)\u060C \u0628\u0631\u062F\u0627\u0631\u06CC (\u06CC\u06A9 \u0628\u064F\u0639\u062F\u06CC)\u060C \u0645\u0627\u062A\u0631\u06CC\u0633 (\u062F\u0648 \u0628\u064F\u0639\u062F\u06CC) \u06CC\u0627 \u0628\u0627 \u0627\u0628\u0639\u0627\u062F \u0628\u06CC\u0634\u062A\u0631 \u0628\u0627\u0634\u0646\u062F. \u0622\u0646\u200C\u0647\u0627 \u062F\u0631 \u0648\u0627\u0642\u0639 \u062A\u0650\u0646\u0633\u0648\u0631 \u0647\u0633\u062A\u0646\u062F \u0648 \u062A\u0650\u0646\u0633\u0648\u0631\u0647\u0627 \u062F\u0631 \u0641\u0631\u06CC\u0645\u0648\u0631\u06A9\u200C\u0647\u0627\u06CC \u06CC\u0627\u062F\u06AF\u06CC\u0631\u06CC \u0645\u0627\u0634\u06CC\u0646 \u0631\u0641\u062A\u0627\u0631\u06CC \u0634\u0628\u06CC\u0647 \u0628\u0647 \u0622\u0631\u0627\u06CC\u0647\u200C\u0647\u0627\u06CC NumPy \u062F\u0627\u0631\u0646\u062F \u0648 \u0628\u0647 \u0647\u0645\u0627\u0646 \u0633\u0627\u062F\u06AF\u06CC \u0647\u0645 \u0633\u0627\u062E\u062A\u0647 \u0645\u06CC\u200C\u0634\u0648\u0646\u062F."),bl=d(),Re=o("p"),gl=a("\u0628\u0631\u0627\u06CC \u0645\u0634\u062E\u0635 \u06A9\u0631\u062F\u0646 \u0646\u0648\u0639 \u062A\u0650\u0646\u0633\u0648\u0631\u06CC \u06A9\u0647 \u0645\u06CC\u200C\u062E\u0648\u0627\u0647\u06CC\u0645 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062E\u0631\u0648\u062C\u06CC \u062F\u0631\u06CC\u0627\u0641\u062A \u06A9\u0646\u06CC\u0645 (\u067E\u0627\u06CC\u062A\u0648\u0631\u0686\u060C \u062A\u0650\u0646\u0633\u0648\u0631\u0641\u0650\u0644\u0648 \u06CC\u0627 NumPy \u0633\u0627\u062F\u0647)\u060C \u0627\u0632 \u0622\u0631\u06AF\u0648\u0645\u0627\u0646 "),ot=o("code"),$l=a("return_tensors"),vl=a(" \u0627\u0633\u062A\u0641\u0627\u062F\u0647 \u0645\u06CC\u200C\u06A9\u0646\u06CC\u0645:"),jl=d(),Ue=o("div"),Q.c(),El=d(),ge=o("p"),kl=a("\u0647\u0646\u0648\u0632 \u0644\u0627\u0632\u0645 \u0646\u06CC\u0633\u062A \u0646\u06AF\u0631\u0627\u0646 \u0622\u0631\u06AF\u0648\u0645\u0627\u0646\u200C\u0647\u0627\u06CC "),ct=o("code"),wl=a("padding"),yl=a(" \u0648 "),pt=o("code"),Il=a("truncation"),Tl=a(" \u0628\u0627\u0634\u06CC\u062F\u061B \u0632\u06CC\u0631\u0627 \u0628\u0639\u062F\u062A\u0631 \u0628\u0647 \u0622\u0646\u0647\u0627 \u062E\u0648\u0627\u0647\u06CC\u0645 \u067E\u0631\u062F\u0627\u062E\u062A. \u0645\u0633\u0626\u0644\u0647 \u0627\u0635\u0644\u06CC \u06A9\u0647 \u0628\u0627\u06CC\u062F \u0628\u0647 \u0628\u0647 \u062E\u0627\u0637\u0631 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"),dt=o("code"),ql=a("input_ids"),Sl=a(" \u062F\u0648 \u0631\u062F\u06CC\u0641 \u0639\u062F\u062F \u0635\u062D\u06CC\u062D (\u06CC\u06A9 \u0631\u062F\u06CC\u0641 \u0628\u0631\u0627\u06CC \u0647\u0631 \u062C\u0645\u0644\u0647) \u0627\u0633\u062A \u06A9\u0647 \u0634\u0646\u0627\u0633\u0647\u200C\u0647\u0627\u06CC \u0645\u0646\u062D\u0635\u0631 \u0628\u0647 \u0641\u0631\u062F \u062A\u0648\u06A9\u0650\u0646\u200C\u0647\u0627\u06CC \u0647\u0631 \u062C\u0645\u0644\u0647 \u0647\u0633\u062A\u0646\u062F. "),ft=o("code"),xl=a("attention_mask"),Fl=a(" \u0631\u0627 \u0628\u0639\u062F\u062A\u0631 \u062F\u0631 \u0647\u0645\u06CC\u0646 \u0641\u0635\u0644 \u062A\u0648\u0636\u06CC\u062D \u062E\u0648\u0627\u0647\u06CC\u0645 \u062F\u0627\u062F."),Vl=d(),js=o("h2"),Nl=a("\u06AF\u0630\u0631 \u0627\u0632 \u0645\u062F\u0644"),Ll=d(),X.c(),an=d(),ht=o("p"),Gl=a("\u062F\u0631 \u0627\u06CC\u0646 \u0642\u0637\u0639\u0647 \u06A9\u062F\u060C \u0647\u0645\u0627\u0646 \u0646\u0642\u0637\u0647 \u062A\u0639\u0644\u06CC\u0645\u06CC \u06A9\u0647  \u0642\u0628\u0644\u0627 \u062F\u0631 \u062E\u0637 \u062A\u0648\u0644\u06CC\u062F \u0627\u0633\u062A\u0641\u0627\u062F\u0647 \u06A9\u0631\u062F\u06CC\u0645 \u0631\u0627 \u062F\u0627\u0646\u0644\u0648\u062F \u06A9\u0631\u062F\u0647 \u0648 \u0645\u062F\u0644\u06CC \u062C\u062F\u06CC\u062F \u0628\u0631 \u0627\u0633\u0627\u0633 \u0622\u0646 \u0645\u06CC\u200C\u0633\u0627\u0632\u06CC\u0645. \u0627\u06CC\u0646 \u0646\u0642\u0637\u0647 \u062A\u0639\u0644\u06CC\u0645 \u0627\u062D\u062A\u0645\u0627\u0644\u0627 \u0642\u0628\u0644\u0627 \u062F\u0627\u0646\u0644\u0648\u062F \u0634\u062F\u0647 \u0648 \u062F\u0631 \u0633\u06CC\u0633\u062A\u0645 \u0634\u0645\u0627 \u0645\u0648\u062C\u0648\u062F \u0627\u0633\u062A\u061B \u067E\u0633 \u0646\u06CC\u0627\u0632\u06CC \u0628\u0647 \u062F\u0627\u0646\u0644\u0648\u062F \u0645\u062C\u062F\u062F \u0646\u062F\u0627\u0631\u062F."),zl=d(),$e=o("p"),Hl=a("\u0627\u06CC\u0646 \u0645\u0639\u0645\u0627\u0631\u06CC \u062A\u0646\u0647\u0627 \u0634\u0627\u0645\u0644 \u0645\u0627\u0698\u0648\u0644 \u067E\u0627\u06CC\u0647\u0654 \u062A\u0631\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0627\u0633\u062A: \u0628\u0627 \u062F\u0631\u06CC\u0627\u0641\u062A \u0648\u0631\u0648\u062F\u06CC\u060C\u200C \u062A\u0646\u0647\u0627 "),mt=o("em"),Bl=a("\u0648\u0636\u0639\u06CC\u062A \u067E\u0646\u0647\u0627\u0646"),Rl=a(" \u0631\u0627 \u062F\u0631 \u062E\u0631\u0648\u062C\u06CC \u062A\u062D\u0648\u06CC\u0644 \u0645\u06CC\u200C\u062F\u0647\u062F. \u0628\u0647 \u0627\u06CC\u0646 \u0648\u0636\u0639\u06CC\u062A\u200C\u0647\u0627\u06CC \u067E\u0646\u0647\u0627\u0646\u060C "),_t=o("em"),Ul=a("\u0641\u06CC\u0686\u0631"),Ql=a(" \u0647\u0645 \u0645\u06CC\u200C\u06AF\u0648\u06CC\u06CC\u0645. \u0628\u0631\u0627\u06CC \u0647\u0631 \u0648\u0631\u0648\u062F\u06CC \u0645\u062F\u0644\u060C \u0628\u0631\u062F\u0627\u0631\u06CC \u0628\u0627 \u0628\u064F\u0639\u062F \u0628\u0627\u0644\u0627 \u062F\u0631\u06CC\u0627\u0641\u062A \u0645\u06CC\u200C\u06A9\u0646\u06CC\u0645 \u06A9\u0647 \u0645\u0639\u0627\u062F\u0644 \xAB\u062F\u0631\u06A9 \u06A9\u0644\u06CC \u0645\u062F\u0644 \u062A\u0631\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0627\u0632 \u0622\u0646 \u0648\u0631\u0648\u062F\u06CC\xBB \u0627\u0633\u062A."),Yl=d(),bt=o("p"),Jl=a("\u0646\u06AF\u0631\u0627\u0646 \u0646\u0628\u0627\u0634\u06CC\u062F \u0627\u06AF\u0631 \u062F\u0631\u06A9 \u0627\u06CC\u0646 \u0645\u0641\u0627\u0647\u06CC\u0645 \u0633\u062E\u062A \u0627\u0633\u062A. \u0647\u0645\u0647 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0639\u062F\u062A\u0631 \u062A\u0648\u0636\u06CC\u062D \u062E\u0648\u0627\u0647\u06CC\u0645 \u062F\u0627\u062F."),Wl=d(),ve=o("p"),Xl=a("\u0628\u0627 \u0648\u062C\u0648\u062F \u0622\u0646\u06A9\u0647 \u0648\u0636\u0639\u06CC\u062A\u200C\u0647\u0627\u06CC \u067E\u0646\u0647\u0627\u0646 \u0628\u0647 \u062E\u0648\u062F\u06CC \u062E\u0648\u062F \u0647\u0645 \u0645\u0641\u06CC\u062F \u0647\u0633\u062A\u0646\u062F\u060C \u0622\u0646\u200C\u0647\u0627 \u0645\u0639\u0645\u0648\u0644\u0627 \u0648\u0631\u0648\u062F\u06CC \u0628\u062E\u0634 \u062F\u06CC\u06AF\u0631\u06CC \u0627\u0632 \u0645\u062F\u0644 \u0628\u0647 \u0646\u0627\u0645 "),gt=o("em"),Kl=a("\u0633\u064E\u0631 \u0645\u062F\u0644"),Zl=a(" \u0647\u0633\u062A\u0646\u062F. \u062F\u0631 "),Es=o("a"),ea=a("\u0641\u0635\u0644 \u0627\u0648\u0644"),sa=a("\u060C \u0645\u06CC\u200C\u062A\u0648\u0627\u0646\u0633\u062A\u06CC\u0645 \u0647\u0645\u0647 \u0645\u0633\u0627\u0626\u0644 \u0645\u062E\u062A\u0644\u0641 \u0631\u0627 \u062A\u0648\u0633\u0637 \u062A\u0646\u0647\u0627 \u06CC\u06A9 \u0645\u0639\u0645\u0627\u0631\u06CC \u062D\u0644 \u06A9\u0646\u06CC\u0645\u060C \u0648 \u0633\u067E\u0633 \u062E\u0631\u0648\u062C\u06CC \u0631\u0627 \u0628\u0647 \u0633\u0631 \u0645\u062A\u0641\u0627\u0648\u062A\u06CC \u062F\u0631 \u0627\u062F\u0627\u0645\u0647 \u0645\u062F\u0644 \u067E\u0627\u0633 \u0628\u062F\u0647\u06CC\u0645."),ta=d(),ks=o("h3"),na=a("\u0628\u0631\u062F\u0627\u0631\u200C\u0647\u0627\u06CC \u0628\u0627 \u0628\u064F\u0639\u062F \u0628\u0627\u0644\u0627\u061F"),la=d(),Qe=o("p"),aa=a("\u062E\u0631\u0648\u062C\u06CC \u0645\u0627\u0698\u0648\u0644 "),$t=o("code"),ra=a("Transformer"),oa=a(" \u0645\u0639\u0645\u0648\u0644\u0627 \u062A\u0650\u0646\u0633\u0648\u0631\u06CC \u0628\u0632\u0631\u06AF \u0627\u0633\u062A \u06A9\u0647 \u0627\u06A9\u062B\u0631\u0627\u064B \u0633\u0647 \u0628\u064F\u0639\u062F \u062F\u0627\u0631\u062F:"),ca=d(),je=o("ul"),ws=o("li"),vt=o("strong"),pa=a("\u0627\u0646\u062F\u0627\u0632\u0647 \u0628\u062A\u0686"),ia=a(": \u062A\u0639\u062F\u0627\u062F \u0631\u0634\u062A\u0647\u200C\u0647\u0627\u06CC \u0645\u0648\u0631\u062F \u067E\u0631\u062F\u0627\u0632\u0634 \u062F\u0631 \u06CC\u06A9 \u062F\u0633\u062A\u0647\u060C \u06A9\u0647 \u062F\u0631 \u0645\u062B\u0627\u0644 \u0645\u0627 \u062F\u0648 \u0639\u062F\u062F \u0627\u0633\u062A."),ua=d(),ys=o("li"),jt=o("strong"),da=a("\u0637\u0648\u0644 \u0631\u0634\u062A\u0647"),fa=a(": \u062A\u0639\u062F\u0627\u062F \u0628\u0631\u062F\u0627\u0631\u200C\u0647\u0627\u06CC \u0639\u062F\u062F\u06CC \u0645\u0639\u0627\u062F\u0644 \u0647\u0631 \u0631\u0634\u062A\u0647\u200C\u060C \u06A9\u0647 \u062F\u0631 \u0645\u062B\u0627\u0644 \u0645\u0627 \u06F1\u06F6 \u0627\u0633\u062A."),ha=d(),Is=o("li"),Et=o("strong"),ma=a("\u0627\u0646\u062F\u0627\u0632\u0647 \u067E\u0646\u0647\u0627\u0646"),_a=a(": \u0627\u0628\u0639\u0627\u062F \u0628\u0631\u062F\u0627\u0631 \u0646\u0645\u0627\u06CC\u0646\u062F\u0647 \u0647\u0631 \u0648\u0631\u0648\u062F\u06CC \u0645\u062F\u0644."),ba=d(),kt=o("p"),ga=a("\u0628\u0647 \u062E\u0627\u0637\u0631 \u0647\u0645\u06CC\u0646 \u0645\u0642\u062F\u0627\u0631 \u0622\u062E\u0631 \u0628\u0647 \u0627\u06CC\u0646 \u062A\u0650\u0646\u0633\u0648\u0631 \xAB\u0628\u064F\u0639\u062F \u0628\u0627\u0644\u0627\xBB \u0645\u06CC\u200C\u06AF\u0648\u06CC\u06CC\u0645. \u0627\u0646\u062F\u0627\u0632\u0647 \u067E\u0646\u0647\u0627\u0646 \u0645\u06CC\u200C\u062A\u0648\u0627\u0646\u062F \u0628\u0633\u06CC\u0627\u0631 \u0628\u0632\u0631\u06AF \u0628\u0627\u0634\u062F (\u0645\u0639\u0645\u0648\u0644\u0627 \u06F7\u06F6\u06F8 \u0628\u0631\u0627\u06CC \u0645\u062F\u0644\u200C\u0647\u0627\u06CC \u06A9\u0648\u0686\u06A9\u200C\u062A\u0631\u060C \u0648 \u062F\u0631 \u0645\u062F\u0644\u200C\u0647\u0627\u06CC \u0628\u0632\u0631\u06AF\u200C\u062A\u0631 \u0627\u06CC\u0646 \u0639\u062F\u062F \u0628\u0647 \u06F3\u06F0\u06F7\u06F2 \u06CC\u0627 \u0628\u06CC\u0634\u062A\u0631 \u0647\u0645 \u0645\u06CC\u200C\u0631\u0633\u062F)."),$a=d(),wt=o("p"),va=a("\u0628\u0627 \u067E\u0627\u0633 \u062F\u0627\u062F\u0646 \u0648\u0631\u0648\u062F\u06CC\u200C\u0647\u0627\u06CC \u067E\u06CC\u0634\u200C\u067E\u0631\u062F\u0627\u0632\u0634 \u0634\u062F\u0647 \u0628\u0647 \u0645\u062F\u0644 \u062E\u0648\u062F \u0645\u06CC\u200C\u062A\u0648\u0627\u0646\u06CC\u0645 \u0627\u06CC\u0646 \u062A\u0650\u0646\u0633\u0648\u0631 \u0631\u0627 \u0628\u0628\u06CC\u0646\u06CC\u0645:"),ja=d(),Ye=o("div"),Z.c(),Ea=d(),ee=o("p"),ka=a("\u062A\u0648\u062C\u0647 \u06A9\u0646\u06CC\u062F \u06A9\u0647 \u062E\u0631\u0648\u062C\u06CC\u200C\u0647\u0627\u06CC \u062A\u0631\u0646\u0633\u0641\u0648\u0631\u0645\u0631\u0647\u0627\u06CC \u0647\u0627\u06AF\u06CC\u0646\u06AF\u200C\u0641\u0650\u06CC\u0633\u060C \u0631\u0641\u062A\u0627\u0631\u06CC \u0634\u0628\u06CC\u0647 "),yt=o("code"),wa=a("namedtuple"),ya=a("\u200C \u06CC\u0627 \u062F\u06CC\u06A9\u0634\u0646\u0631\u06CC\u200C \u062F\u0627\u0631\u0646\u062F. \u0634\u0645\u0627 \u0645\u06CC\u200C\u062A\u0648\u0627\u0646\u06CC\u062F \u0628\u0647 \u0647\u0631 \u0639\u0636\u0648\u060C \u0628\u0627 \u0627\u0633\u062A\u0641\u0627\u062F\u0647 \u0627\u0632 \u0646\u0627\u0645\u0634 (\u0645\u0627\u0646\u0646\u062F \u0622\u0646\u0686\u0647 \u0645\u0627 \u0627\u0646\u062C\u0627\u0645 \u062F\u0627\u062F\u06CC\u0645) \u06CC\u0627 \u0628\u0627 \u06A9\u0644\u06CC\u062F\u0634 ("),It=o("code"),Ia=a('outputs["last_hidden_state"]'),Ta=a(") \u06CC\u0627 \u062D\u062A\u06CC \u0627\u06AF\u0631 \u062F\u0642\u06CC\u0642\u0627\u064B \u0627\u0632 \u0645\u06A9\u0627\u0646 \u0622\u0646 \u0627\u0637\u0644\u0627\u0639 \u062F\u0627\u0631\u06CC\u062F \u0628\u0627 \u0627\u0646\u062F\u06CC\u0633\u200C\u0627\u0634 ("),Tt=o("code"),Pa=a("outputs[0]"),Da=a(") \u062F\u0633\u062A\u0631\u0633\u06CC \u067E\u06CC\u062F\u0627 \u06A9\u0646\u06CC\u062F."),Ca=d(),Ts=o("h3"),Aa=a("\u0633\u064E\u0631 \u0645\u062F\u0644: \u062F\u0631\u06A9 \u0627\u0639\u062F\u0627\u062F \u062F\u0631\u0648\u0646 \u0645\u062F\u0644"),Oa=d(),Pt=o("p"),Ma=a("\u0642\u0633\u0645\u062A \u0633\u064E\u0631\u060C \u0628\u0631\u062F\u0627\u0631\u0647\u0627\u06CC \u0628\u064F\u0639\u062F \u0628\u0627\u0644\u0627\u06CC \u0648\u0636\u0639\u06CC\u062A \u067E\u0646\u0647\u0627\u0646 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062F\u06CC \u0645\u06CC\u200C\u067E\u0630\u06CC\u0631\u062F \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0628\u064F\u0639\u062F\u06CC \u062F\u06CC\u06AF\u0631 \u0645\u06CC\u200C\u0628\u0631\u062F. \u0633\u064E\u0631\u0647\u0627 \u0645\u0639\u0645\u0648\u0644\u0627 \u0627\u0632 \u06CC\u06A9 \u06CC\u0627 \u0686\u0646\u062F \u0644\u0627\u06CC\u0647 \u062E\u0637\u06CC \u062A\u0634\u06A9\u06CC\u0644 \u0634\u062F\u0647\u200C\u0627\u0646\u062F."),qa=d(),Te=o("div"),Je=o("img"),Sa=d(),We=o("img"),xa=d(),Dt=o("p"),Fa=a("\u062E\u0631\u0648\u062C\u06CC \u0645\u062F\u0644 \u062A\u0631\u0646\u0633\u0641\u0648\u0631\u0645\u0631\u060C \u0645\u0633\u062A\u0642\u06CC\u0645\u0627\u064B \u0628\u0647 \u0633\u064E\u0631 \u0645\u062F\u0644 \u0628\u0631\u0627\u06CC \u067E\u0631\u062F\u0627\u0632\u0634 \u067E\u0627\u0633 \u062F\u0627\u062F\u0647 \u0645\u06CC\u200C\u0634\u0648\u062F. \u062F\u0631 \u0627\u06CC\u0646 \u0646\u0645\u0648\u062F\u0627\u0631\u060C \u0645\u062F\u0644 \u062A\u0631\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0628\u0647 \u0644\u0627\u06CC\u0647 embeddings \u0648 \u0644\u0627\u06CC\u0647\u200C\u0647\u0627\u06CC \u0628\u0639\u062F\u06CC \u0622\u0646 \u062A\u0642\u0633\u06CC\u0645 \u0634\u062F\u0647 \u0627\u0633\u062A. \u0644\u0627\u06CC\u0647 embeddings \u0647\u0631 \u0634\u0646\u0627\u0633\u0647 \u0648\u0631\u0648\u062F\u06CC \u062F\u0631 \u0648\u0631\u0648\u062F\u06CC \u062A\u0648\u06A9\u0650\u0646\u200C\u0634\u062F\u0647 \u0631\u0627 \u0628\u0647 \u06CC\u06A9 \u0628\u0631\u062F\u0627\u0631 \u06A9\u0647 \u0646\u0645\u0627\u06CC\u0646\u062F\u0647 \u0622\u0646 \u062A\u0648\u06A9\u0650\u0646 \u0627\u0633\u062A \u062A\u0628\u062F\u06CC\u0644 \u0645\u06CC\u200C\u06A9\u0646\u062F. \u0644\u0627\u06CC\u0647\u200C\u0647\u0627\u06CC \u0628\u0639\u062F\u06CC \u0628\u0627 \u062F\u0633\u062A\u06A9\u0627\u0631\u06CC \u062F\u0631 \u0627\u06CC\u0646 \u0628\u0631\u062F\u0627\u0631\u200C\u0647\u0627 \u062A\u0648\u0633\u0637 \u0645\u06A9\u0627\u0646\u06CC\u0632\u0645 \u062A\u0648\u062C\u0647\u060C \u0634\u06A9\u0644 \u067E\u0627\u06CC\u0627\u0646\u06CC \u0628\u0631\u062F\u0627\u0631 \u0646\u0645\u0627\u06CC\u0646\u062F\u0647 \u062C\u0645\u0644\u0627\u062A \u0631\u0627 \u062A\u0648\u0644\u06CC\u062F \u0645\u06CC\u200C\u06A9\u0646\u0646\u062F."),Va=d(),Ct=o("p"),Na=a("\u062A\u0639\u062F\u0627\u062F \u0632\u06CC\u0627\u062F\u06CC \u0627\u0632 \u0645\u0639\u0645\u0627\u0631\u06CC\u200C\u200C\u0647\u0627\u06CC \u0645\u062E\u062A\u0644\u0641 \u062F\u0631 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\u0645\u0642\u062F\u0627\u0631 \u0622\u062E\u0631 \u0628\u0647 \u0627\u06CC\u0646 \u062A\u0650\u0646\u0633\u0648\u0631 \xAB\u0628\u064F\u0639\u062F \u0628\u0627\u0644\u0627\xBB \u0645\u06CC\u200C\u06AF\u0648\u06CC\u06CC\u0645. \u0627\u0646\u062F\u0627\u0632\u0647 \u067E\u0646\u0647\u0627\u0646 \u0645\u06CC\u200C\u062A\u0648\u0627\u0646\u062F \u0628\u0633\u06CC\u0627\u0631 \u0628\u0632\u0631\u06AF \u0628\u0627\u0634\u062F (\u0645\u0639\u0645\u0648\u0644\u0627 \u06F7\u06F6\u06F8 \u0628\u0631\u0627\u06CC \u0645\u062F\u0644\u200C\u0647\u0627\u06CC \u06A9\u0648\u0686\u06A9\u200C\u062A\u0631\u060C \u0648 \u062F\u0631 \u0645\u062F\u0644\u200C\u0647\u0627\u06CC \u0628\u0632\u0631\u06AF\u200C\u062A\u0631 \u0627\u06CC\u0646 \u0639\u062F\u062F \u0628\u0647 \u06F3\u06F0\u06F7\u06F2 \u06CC\u0627 \u0628\u06CC\u0634\u062A\u0631 \u0647\u0645 \u0645\u06CC\u200C\u0631\u0633\u062F)."),nc.forEach(l),$a=f(i),wt=c(i,"P",{});var lc=p(wt);va=r(lc,"\u0628\u0627 \u067E\u0627\u0633 \u062F\u0627\u062F\u0646 \u0648\u0631\u0648\u062F\u06CC\u200C\u0647\u0627\u06CC \u067E\u06CC\u0634\u200C\u067E\u0631\u062F\u0627\u0632\u0634 \u0634\u062F\u0647 \u0628\u0647 \u0645\u062F\u0644 \u062E\u0648\u062F \u0645\u06CC\u200C\u062A\u0648\u0627\u0646\u06CC\u0645 \u0627\u06CC\u0646 \u062A\u0650\u0646\u0633\u0648\u0631 \u0631\u0627 \u0628\u0628\u06CC\u0646\u06CC\u0645:"),lc.forEach(l),ja=f(i),Ye=c(i,"DIV",{dir:!0});var ac=p(Ye);Z.l(ac),ac.forEach(l),Ea=f(i),ee=c(i,"P",{});var qe=p(ee);ka=r(qe,"\u062A\u0648\u062C\u0647 \u06A9\u0646\u06CC\u062F \u06A9\u0647 \u062E\u0631\u0648\u062C\u06CC\u200C\u0647\u0627\u06CC \u062A\u0631\u0646\u0633\u0641\u0648\u0631\u0645\u0631\u0647\u0627\u06CC \u0647\u0627\u06AF\u06CC\u0646\u06AF\u200C\u0641\u0650\u06CC\u0633\u060C \u0631\u0641\u062A\u0627\u0631\u06CC \u0634\u0628\u06CC\u0647 "),yt=c(qe,"CODE",{});var rc=p(yt);wa=r(rc,"namedtuple"),rc.forEach(l),ya=r(qe,"\u200C \u06CC\u0627 \u062F\u06CC\u06A9\u0634\u0646\u0631\u06CC\u200C \u062F\u0627\u0631\u0646\u062F. \u0634\u0645\u0627 \u0645\u06CC\u200C\u062A\u0648\u0627\u0646\u06CC\u062F \u0628\u0647 \u0647\u0631 \u0639\u0636\u0648\u060C \u0628\u0627 \u0627\u0633\u062A\u0641\u0627\u062F\u0647 \u0627\u0632 \u0646\u0627\u0645\u0634 (\u0645\u0627\u0646\u0646\u062F \u0622\u0646\u0686\u0647 \u0645\u0627 \u0627\u0646\u062C\u0627\u0645 \u062F\u0627\u062F\u06CC\u0645) \u06CC\u0627 \u0628\u0627 \u06A9\u0644\u06CC\u062F\u0634 ("),It=c(qe,"CODE",{});var oc=p(It);Ia=r(oc,'outputs["last_hidden_state"]'),oc.forEach(l),Ta=r(qe,") \u06CC\u0627 \u062D\u062A\u06CC \u0627\u06AF\u0631 \u062F\u0642\u06CC\u0642\u0627\u064B \u0627\u0632 \u0645\u06A9\u0627\u0646 \u0622\u0646 \u0627\u0637\u0644\u0627\u0639 \u062F\u0627\u0631\u06CC\u062F \u0628\u0627 \u0627\u0646\u062F\u06CC\u0633\u200C\u0627\u0634 ("),Tt=c(qe,"CODE",{});var cc=p(Tt);Pa=r(cc,"outputs[0]"),cc.forEach(l),Da=r(qe,") \u062F\u0633\u062A\u0631\u0633\u06CC \u067E\u06CC\u062F\u0627 \u06A9\u0646\u06CC\u062F."),qe.forEach(l),Ca=f(i),Ts=c(i,"H3",{id:!0});var pc=p(Ts);Aa=r(pc,"\u0633\u064E\u0631 \u0645\u062F\u0644: \u062F\u0631\u06A9 \u0627\u0639\u062F\u0627\u062F \u062F\u0631\u0648\u0646 \u0645\u062F\u0644"),pc.forEach(l),Oa=f(i),Pt=c(i,"P",{});var ic=p(Pt);Ma=r(ic,"\u0642\u0633\u0645\u062A \u0633\u064E\u0631\u060C \u0628\u0631\u062F\u0627\u0631\u0647\u0627\u06CC \u0628\u064F\u0639\u062F \u0628\u0627\u0644\u0627\u06CC \u0648\u0636\u0639\u06CC\u062A \u067E\u0646\u0647\u0627\u0646 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062F\u06CC \u0645\u06CC\u200C\u067E\u0630\u06CC\u0631\u062F \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0628\u064F\u0639\u062F\u06CC \u062F\u06CC\u06AF\u0631 \u0645\u06CC\u200C\u0628\u0631\u062F. \u0633\u064E\u0631\u0647\u0627 \u0645\u0639\u0645\u0648\u0644\u0627 \u0627\u0632 \u06CC\u06A9 \u06CC\u0627 \u0686\u0646\u062F \u0644\u0627\u06CC\u0647 \u062E\u0637\u06CC \u062A\u0634\u06A9\u06CC\u0644 \u0634\u062F\u0647\u200C\u0627\u0646\u062F."),ic.forEach(l),qa=f(i),Te=c(i,"DIV",{class:!0});var hn=p(Te);Je=c(hn,"IMG",{class:!0,src:!0,alt:!0}),Sa=f(hn),We=c(hn,"IMG",{class:!0,src:!0,alt:!0}),hn.forEach(l),xa=f(i),Dt=c(i,"P",{});var uc=p(Dt);Fa=r(uc,"\u062E\u0631\u0648\u062C\u06CC \u0645\u062F\u0644 \u062A\u0631\u0646\u0633\u0641\u0648\u0631\u0645\u0631\u060C \u0645\u0633\u062A\u0642\u06CC\u0645\u0627\u064B \u0628\u0647 \u0633\u064E\u0631 \u0645\u062F\u0644 \u0628\u0631\u0627\u06CC \u067E\u0631\u062F\u0627\u0632\u0634 \u067E\u0627\u0633 \u062F\u0627\u062F\u0647 \u0645\u06CC\u200C\u0634\u0648\u062F. \u062F\u0631 \u0627\u06CC\u0646 \u0646\u0645\u0648\u062F\u0627\u0631\u060C \u0645\u062F\u0644 \u062A\u0631\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0628\u0647 \u0644\u0627\u06CC\u0647 embeddings \u0648 \u0644\u0627\u06CC\u0647\u200C\u0647\u0627\u06CC \u0628\u0639\u062F\u06CC \u0622\u0646 \u062A\u0642\u0633\u06CC\u0645 \u0634\u062F\u0647 \u0627\u0633\u062A. \u0644\u0627\u06CC\u0647 embeddings \u0647\u0631 \u0634\u0646\u0627\u0633\u0647 \u0648\u0631\u0648\u062F\u06CC \u062F\u0631 \u0648\u0631\u0648\u062F\u06CC \u062A\u0648\u06A9\u0650\u0646\u200C\u0634\u062F\u0647 \u0631\u0627 \u0628\u0647 \u06CC\u06A9 \u0628\u0631\u062F\u0627\u0631 \u06A9\u0647 \u0646\u0645\u0627\u06CC\u0646\u062F\u0647 \u0622\u0646 \u062A\u0648\u06A9\u0650\u0646 \u0627\u0633\u062A \u062A\u0628\u062F\u06CC\u0644 \u0645\u06CC\u200C\u06A9\u0646\u062F. \u0644\u0627\u06CC\u0647\u200C\u0647\u0627\u06CC \u0628\u0639\u062F\u06CC \u0628\u0627 \u062F\u0633\u062A\u06A9\u0627\u0631\u06CC \u062F\u0631 \u0627\u06CC\u0646 \u0628\u0631\u062F\u0627\u0631\u200C\u0647\u0627 \u062A\u0648\u0633\u0637 \u0645\u06A9\u0627\u0646\u06CC\u0632\u0645 \u062A\u0648\u062C\u0647\u060C \u0634\u06A9\u0644 \u067E\u0627\u06CC\u0627\u0646\u06CC \u0628\u0631\u062F\u0627\u0631 \u0646\u0645\u0627\u06CC\u0646\u062F\u0647 \u062C\u0645\u0644\u0627\u062A \u0631\u0627 \u062A\u0648\u0644\u06CC\u062F \u0645\u06CC\u200C\u06A9\u0646\u0646\u062F."),uc.forEach(l),Va=f(i),Ct=c(i,"P",{});var dc=p(Ct);Na=r(dc,"\u062A\u0639\u062F\u0627\u062F \u0632\u06CC\u0627\u062F\u06CC \u0627\u0632 \u0645\u0639\u0645\u0627\u0631\u06CC\u200C\u200C\u0647\u0627\u06CC \u0645\u062E\u062A\u0644\u0641 \u062F\u0631 \u062A\u0631\u0646\u0633\u0641\u0648\u0631\u0645\u0631\u200C\u0647\u0627\u06CC \u0647\u0627\u06AF\u06CC\u0646\u06AF\u200C\u0641\u0650\u06CC\u0633 \u0645\u0648\u062C\u0648\u062F \u0627\u0633\u062A \u0648 \u0647\u0631\u06A9\u062F\u0627\u0645 \u0628\u0631\u0627\u06CC \u062D\u0644 \u06CC\u06A9 \u0645\u0633\u0626\u0644\u0647 \u062E\u0627\u0635 \u0637\u0631\u0627\u062D\u06CC \u0634\u062F\u0647\u200C\u0627\u0646\u062F. \u062F\u0631 \u0627\u06CC\u0646\u200C\u062C\u0627 \u0641\u0647\u0631\u0633\u062A \u06A9\u0648\u062A\u0627\u0647\u06CC \u0627\u0632\u200C \u0622\u0646\u0647\u0627 \u0631\u0627 \u0645\u06CC\u200C\u0622\u0648\u0631\u06CC\u0645:"),dc.forEach(l),La=f(i),V=c(i,"UL",{});var L=p(V);Ps=c(L,"LI",{});var Wr=p(Ps);At=c(Wr,"CODE",{});var fc=p(At);Ga=r(fc,"*Model"),fc.forEach(l),za=r(Wr," (\u0628\u0631\u0627\u06CC \u062F\u0633\u062A\u0631\u0633\u06CC \u0628\u0647 \u0648\u0636\u0639\u06CC\u062A\u200C\u0647\u0627\u06CC \u067E\u0646\u0647\u0627\u0646)"),Wr.forEach(l),Ha=f(L),Ot=c(L,"LI",{});var hc=p(Ot);Mt=c(hc,"CODE",{});var mc=p(Mt);Ba=r(mc,"*ForCausalLM"),mc.forEach(l),hc.forEach(l),Ra=f(L),qt=c(L,"LI",{});var _c=p(qt);St=c(_c,"CODE",{});var bc=p(St);Ua=r(bc,"*ForMaskedLM"),bc.forEach(l),_c.forEach(l),Qa=f(L),xt=c(L,"LI",{});var gc=p(xt);Ft=c(gc,"CODE",{});var $c=p(Ft);Ya=r($c,"*ForMultipleChoice"),$c.forEach(l),gc.forEach(l),Ja=f(L),Vt=c(L,"LI",{});var vc=p(Vt);Nt=c(vc,"CODE",{});var jc=p(Nt);Wa=r(jc,"*ForQuestionAnswering"),jc.forEach(l),vc.forEach(l),Xa=f(L),Lt=c(L,"LI",{});var Ec=p(Lt);Gt=c(Ec,"CODE",{});var kc=p(Gt);Ka=r(kc,"*ForSequenceClassification"),kc.forEach(l),Ec.forEach(l),Za=f(L),zt=c(L,"LI",{});var wc=p(zt);Ht=c(wc,"CODE",{});var yc=p(Ht);er=r(yc,"*ForTokenClassification"),yc.forEach(l),wc.forEach(l),sr=f(L),Bt=c(L,"LI",{});var Ic=p(Bt);tr=r(Ic,"\u0648 \u0646\u0645\u0648\u0646\u0647\u200C\u0647\u0627\u06CC \u062F\u06CC\u06AF\u0631 \u062F\u0631 \u200C\u0647\u0627\u06AF\u06CC\u0646\u06AF\u200C\u0641\u0650\u06CC\u0633"),Ic.forEach(l),L.forEach(l),nr=f(i),te.l(i),rn=f(i),Rt=c(i,"P",{});var Tc=p(Rt);lr=r(Tc,"\u0627\u06AF\u0631 \u0646\u06AF\u0627\u0647\u06CC \u0628\u0647 \u0634\u06A9\u0644 \u0648\u0631\u0648\u062F\u06CC\u200C\u0647\u0627 \u0628\u06CC\u0627\u0646\u062F\u0627\u0632\u06CC\u0645\u060C \u062E\u0648\u0627\u0647\u06CC\u0645 \u062F\u06CC\u062F \u06A9\u0647 \u062D\u0627\u0644\u0627 \u062A\u0639\u062F\u0627\u062F \u0627\u0628\u0639\u0627\u062F \u0622\u0646\u0647\u0627 \u0628\u0633\u06CC\u0627\u0631 \u06A9\u0645\u062A\u0631 \u0627\u0633\u062A: \u0642\u0633\u0645\u062A \u0633\u064E\u0631 \u0645\u062F\u0644\u060C \u0628\u0631\u062F\u0627\u0631\u0647\u0627\u06CC \u0628\u064F\u0639\u062F 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