import{S as Yt,i as Zt,s as er,e as s,k as f,t as x,w as m,M as tr,c as n,d as t,m as p,a as o,h as _,x as c,b as i,G as r,g as l,y as h,L as rr,q as u,o as $,B as v,v as ar}from"../../chunks/vendor-hf-doc-builder.js";import{I as H}from"../../chunks/IconCopyLink-hf-doc-builder.js";import{C as sr}from"../../chunks/CodeBlock-hf-doc-builder.js";import{C as nr}from"../../chunks/CourseFloatingBanner-hf-doc-builder.js";import{Q as I}from"../../chunks/Question-hf-doc-builder.js";import"../../chunks/DocNotebookDropdown-hf-doc-builder.js";function or(Et){let w,ke,j,tt,Ee,D,Pe,ne,rt,be,g,S,ie,L,at,le,st,Ae,O,Se,d,C,fe,B,nt,pe,ot,Ce,M,qe,y,q,me,Q,it,ce,lt,Te,z,Ge,oe,ft,Ne,J,Ue,k,T,he,R,pt,W,mt,ue,ct,ht,Fe,K,He,E,G,$e,V,ut,ve,$t,Ie,X,je,P,N,xe,Y,vt,_e,xt,De,Z,Le,b,U,we,ee,_t,ge,wt,Oe,te,Be,A,F,de,re,gt,ae,dt,ye,yt,kt,Me,se,Qe;return D=new nr({props:{chapter:8,classNames:"absolute z-10 right-0 top-0"}}),L=new H({}),O=new I({props:{choices:[{text:"\uC704\uC5D0\uC11C \uC544\uB798\uB85C",explain:"\uB2E4\uC2DC \uD480\uC5B4\uBCF4\uC138\uC694. -- \uB300\uBD80\uBD84\uC758 \uB2E4\uB978 \uD504\uB85C\uADF8\uB798\uBC0D \uC5B8\uC5B4\uB294 \uB9E8 \uC704\uC5D0 \uC608\uC678\uB97C \uC778\uC1C4\uD558\uC9C0\uB9CC Python\uC740 \uC774 \uC810\uC5D0\uC11C \uD2B9\uBCC4\uD569\uB2C8\uB2E4."},{text:"\uC544\uB798\uC5D0\uC11C \uC704\uB85C",explain:"\uC815\uB2F5! \uB9E8 \uC544\uB798\uC5D0 \uC608\uC678\uB97C \uD45C\uC2DC\uD558\uB294 Python traceback\uC758 \uC7A5\uC810 \uC911 \uD558\uB098\uB294 \uD130\uBBF8\uB110\uC5D0\uC11C \uC791\uC5C5\uD560 \uB54C \uB514\uBC84\uADF8\uD558\uAE30\uAC00 \uB354 \uC27D\uACE0 \uB9C8\uC9C0\uB9C9 \uC904\uC5D0 \uD45C\uC2DC\uB41C\uB2E4\uB294 \uC810\uC785\uB2C8\uB2E4.",correct:!0}]}}),B=new H({}),M=new I({props:{choices:[{text:"\uB9AC\uC11C\uCE58 \uAE30\uC0AC\uB97C \uD1B5\uD574 Transformer \uC544\uD0A4\uD14D\uCC98\uB97C \uAC04\uB2E8\uD558\uAC8C \uAD6C\uD604\uD558\uB294 \uAC83 ",explain:"\uC790\uC2E0\uB9CC\uC758 Transformer \uBAA8\uB378\uC744 \uCC98\uC74C\uBD80\uD130 \uAD6C\uD604\uD558\uB294 \uAC83\uC774 \uB9E4\uC6B0 \uAD50\uC721\uC801\uC774\uC9C0\uB9CC \uC5EC\uAE30\uC5D0\uC11C \uC774\uC57C\uAE30\uD558\uB294 \uB0B4\uC6A9\uC740 \uC544\uB2D9\uB2C8\uB2E4."},{text:"\uBE44\uACF5\uAC1C \uD30C\uC77C\uC774\uB098 \uB370\uC774\uD130\uC5D0 \uB300\uD55C \uC678\uBD80 \uC885\uC18D\uC131 \uC5C6\uC774 \uC2E4\uD589\uD560 \uC218 \uC788\uB294 \uC791\uACE0 \uC644\uC131\uB41C \uCF54\uB4DC \uBE14\uB85D",explain:"\uC815\uB2F5! \uCD5C\uC18C\uD55C\uC758 \uC7AC\uD604 \uAC00\uB2A5\uD55C \uC608\uC81C\uB294 \uB77C\uC774\uBE0C\uB7EC\uB9AC \uBA54\uC778\uD14C\uC774\uB108\uAC00 \uBB38\uC81C\uB97C \uC7AC\uD604\uD558\uB294 \uB370 \uB3C4\uC6C0\uC774 \uB418\uBBC0\uB85C \uC194\uB8E8\uC158\uC744 \uB354 \uBE68\uB9AC \uCC3E\uC744 \uC218 \uC788\uC2B5\uB2C8\uB2E4.",correct:!0},{text:"\uD30C\uC774\uC36C traceback\uC758 \uC2A4\uD06C\uB9B0 \uC0F7",explain:"\uB2E4\uC2DC \uD480\uC5B4\uBCF4\uC138\uC694. -- \uBB38\uC81C\uB97C \uC81C\uCD9C\uD560 \uB54C \uC9C1\uBA74\uD55C \uC5D0\uB7EC\uC758 \uC2A4\uD06C\uB9B0\uC0F7\uC744 \uD3EC\uD568\uD558\uACE0 \uC2F6\uACA0\uC9C0\uB9CC \uC774\uB807\uAC8C \uD558\uBA74 \uB2E4\uB978 \uC0AC\uB78C\uC774 \uC5D0\uB7EC\uB97C \uC7AC\uD604\uD558\uAE30\uAC00 \uB9E4\uC6B0 \uC5B4\uB835\uC2B5\uB2C8\uB2E4."},{text:"\uC5D0\uB7EC\uC640 \uAD00\uB828 \uC5C6\uB294 \uBD80\uBD84\uC744 \uD3EC\uD568\uD558\uC5EC \uC804\uCCB4 \uBD84\uC11D\uC774 \uD3EC\uD568\uB41C \uB178\uD2B8\uBD81",explain:"\uC815\uB2F5\uC740 \uC544\uB2D9\uB2C8\uB2E4. \uC5D0\uB7EC\uB97C \uD45C\uC2DC\uD558\uB294 Google Colab \uB178\uD2B8\uBD81\uC744 \uACF5\uC720\uD558\uB294 \uAC83\uC774 \uB3C4\uC6C0\uC774 \uB420 \uC218 \uC788\uC9C0\uB9CC \uC9E7\uACE0 \uAD00\uB828 \uCF54\uB4DC\uB9CC \uD3EC\uD568\uD574\uC57C \uD569\uB2C8\uB2E4."}]}}),Q=new H({}),z=new sr({props:{code:`from transformers import GPT3ForSequenceClassification

# ImportError: cannot import name 'GPT3ForSequenceClassification' from 'transformers' (/Users/lewtun/miniconda3/envs/huggingface/lib/python3.8/site-packages/transformers/__init__.py)
# ---------------------------------------------------------------------------
# ImportError                               Traceback (most recent call last)
# /var/folders/28/k4cy5q7s2hs92xq7_h89_vgm0000gn/T/ipykernel_30848/333858878.py in <module>
# ----> 1 from transformers import GPT3ForSequenceClassification

# ImportError: cannot import name 'GPT3ForSequenceClassification' from 'transformers' (/Users/lewtun/miniconda3/envs/huggingface/lib/python3.8/site-packages/transformers/__init__.py)`,highlighted:`<span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> GPT3ForSequenceClassification

<span class="hljs-comment"># ImportError: cannot import name &#x27;GPT3ForSequenceClassification&#x27; from &#x27;transformers&#x27; (/Users/lewtun/miniconda3/envs/huggingface/lib/python3.8/site-packages/transformers/__init__.py)</span>
<span class="hljs-comment"># ---------------------------------------------------------------------------</span>
<span class="hljs-comment"># ImportError                               Traceback (most recent call last)</span>
<span class="hljs-comment"># /var/folders/28/k4cy5q7s2hs92xq7_h89_vgm0000gn/T/ipykernel_30848/333858878.py in &lt;module&gt;</span>
<span class="hljs-comment"># ----&gt; 1 from transformers import GPT3ForSequenceClassification</span>

<span class="hljs-comment"># ImportError: cannot import name &#x27;GPT3ForSequenceClassification&#x27; from &#x27;transformers&#x27; (/Users/lewtun/miniconda3/envs/huggingface/lib/python3.8/site-packages/transformers/__init__.py)</span>`}}),J=new I({props:{choices:[{text:"<code>ImportError: cannot import name 'GPT3ForSequenceClassification' from 'transformers' (/Users/lewtun/miniconda3/envs/huggingface/lib/python3.8/site-packages/transformers/__init__.py)</code>",explain:"Traceback\uC758 \uB9C8\uC9C0\uB9C9 \uC904\uC744 \uD3EC\uD568\uD558\uB294 \uAC83\uC740 \uC124\uBA85\uC801\uC77C \uC218 \uC788\uC9C0\uB9CC \uC8FC\uC81C\uC758 \uBCF8\uBB38\uC5D0 \uB354 \uC801\uD569\uD569\uB2C8\uB2E4. \uB2E4\uC2DC \uD480\uC5B4\uBCF4\uC138\uC694!"},{text:"\uBB38\uC81C\uAC00 \uC788\uC2B5\uB2C8\uB2E4. <code>from transformers import GPT3ForSequenceClassification</code>",explain:"\uB2E4\uC2DC \uD480\uC5B4\uBCF4\uC138\uC694. \uC720\uC6A9\uD55C \uC815\uBCF4\uB97C \uC81C\uACF5\uD558\uC9C0\uB9CC \uD14D\uC2A4\uD2B8\uC758 \uBCF8\uBB38\uC6A9\uC73C\uB85C \uC0AC\uC6A9\uD558\uB294 \uAC83\uC774 \uAC00\uC7A5 \uC88B\uC2B5\uB2C8\uB2E4."},{text:"\uC65C <code>GPT3ForSequenceClassification</code> import\uAC00 \uC548\uB420\uAE4C\uC694? ?",explain:"\uD6CC\uB96D\uD55C \uC120\uD0DD\uC785\uB2C8\uB2E4! \uC774 \uC81C\uBAA9\uC740 \uAC04\uACB0\uD558\uACE0 \uB3C5\uC790\uC5D0\uAC8C \uBB34\uC5C7\uC774 \uC798\uBABB\uB418\uC5C8\uB294\uC9C0\uC5D0 \uB300\uD55C \uB2E8\uC11C\uB97C \uC81C\uACF5\uD569\uB2C8\uB2E4(GPT-3\uB294 \u{1F917} \uD2B8\uB79C\uC2A4\uD3EC\uBA38\uC5D0\uC11C \uC9C0\uC6D0\uB418\uC9C0 \uC54A\uC74C).",correct:!0},{text:"\u{1F917} Transformers\uC5D0\uC11C GPT-3\uAC00 \uC9C0\uC6D0\uB418\uB098\uC694?",explain:"\uC798\uD588\uC2B5\uB2C8\uB2E4! \uC9C8\uBB38\uC744 \uC8FC\uC81C \uC81C\uBAA9\uC73C\uB85C \uC0AC\uC6A9\uD558\uB294 \uAC83\uC740 \uBB38\uC81C\uB97C \uCEE4\uBBA4\uB2C8\uD2F0\uC5D0 \uC804\uB2EC\uD558\uB294 \uC88B\uC740 \uBC29\uBC95\uC785\uB2C8\uB2E4.",correct:!0}]}}),R=new H({}),K=new I({props:{choices:[{text:"\uADF8\uB798\uB514\uC5B8\uD2B8\uB97C \uACC4\uC0B0\uD558\uACE0 \uC5ED\uC804\uD30C\uB97C \uC218\uD589\uD558\uB294 \uCD5C\uC801\uD654 \uB2E8\uACC4",explain:"\uC635\uD2F0\uB9C8\uC774\uC800\uC5D0 \uBC84\uADF8\uAC00 \uC788\uC744 \uC218 \uC788\uC9C0\uB9CC \uC774\uAC83\uC740 \uC77C\uBC18\uC801\uC73C\uB85C \uD559\uC2B5 \uD30C\uC774\uD504\uB77C\uC778\uC758 \uC5EC\uB7EC \uB2E8\uACC4\uC774\uBBC0\uB85C \uBA3C\uC800 \uD655\uC778\uD574\uC57C \uD560 \uB2E4\uB978 \uC0AC\uD56D\uC774 \uC788\uC2B5\uB2C8\uB2E4. \uB2E4\uC2DC \uD480\uC5B4\uBCF4\uC138\uC694!"},{text:"\uBA54\uD2B8\uB9AD\uC744 \uACC4\uC0B0\uD558\uB294 \uD3C9\uAC00 \uB2E8\uACC4",explain:"\uD3C9\uAC00\uB294 \uC77C\uBC18\uC801\uC73C\uB85C \uC804\uCCB4 epoch\uC5D0 \uB300\uD55C \uD559\uC2B5 \uD6C4\uC5D0 \uC218\uD589\uD558\uB294 \uC791\uC5C5\uC774\uBBC0\uB85C \uD559\uC2B5 \uD30C\uC774\uD504\uB77C\uC778\uC758 \uCD08\uAE30 \uBD80\uBD84\uC5D0\uC11C \uBA3C\uC800 \uD655\uC778\uD574\uC57C \uD569\uB2C8\uB2E4."},{text:"\uB370\uC774\uD130\uC14B",explain:"\uC815\uB2F5! \uD14D\uC2A4\uD2B8\uAC00 \uC801\uC808\uD558\uAC8C \uC778\uCF54\uB529\uB418\uC5C8\uB294\uC9C0, \uC608\uC0C1\uB418\uB294 \uAE30\uB2A5\uC774 \uC788\uB294\uC9C0 \uB4F1\uC744 \uD655\uC778\uD558\uAE30 \uC704\uD574 \uAC70\uC758 \uD56D\uC0C1 \uB370\uC774\uD130\uB97C \uC0B4\uD3B4\uBCF4\uB294 \uAC83\uC774 \uAC00\uC7A5 \uBA3C\uC800 \uD574\uC57C \uD560 \uC77C\uC785\uB2C8\uB2E4.",correct:!0},{text:"\uB370\uC774\uD130 \uB85C\uB354",explain:"\uB2E4\uC2DC \uD480\uC5B4\uBCF4\uC138\uC694. \uAC00\uC7A5 \uBA3C\uC800 \uD655\uC778\uD574\uC57C \uD560 \uC0AC\uD56D\uACFC \uB9E4\uC6B0 \uBE44\uC2B7\uD569\uB2C8\uB2E4. \uB370\uC774\uD130 \uB85C\uB354\uC5D0 \uC5B4\uB5A4 \uAC1C\uCCB4\uB97C \uC804\uB2EC\uD588\uB294\uC9C0 \uAE30\uC5B5\uD558\uC2DC\uB098\uC694?"}]}}),V=new H({}),X=new I({props:{choices:[{text:"\uD3EC\uB7FC\uC774\uB098 GitHub\uC5D0 \uC5D0\uB7EC \uBA54\uC2DC\uC9C0\uB97C \uAC8C\uC2DC\uD558\uAE30.",explain:"CUDA \uC624\uB958 \uBA54\uC2DC\uC9C0\uB294 \uC77C\uBC18\uC801\uC73C\uB85C \uC815\uBCF4\uAC00 \uB9E4\uC6B0 \uC5C6\uAE30 \uB54C\uBB38\uC5D0 \uB204\uAD6C\uC5D0\uAC8C\uB3C4 \uB3C4\uC6C0\uC774 \uB418\uC9C0 \uC54A\uC2B5\uB2C8\uB2E4."},{text:"CPU\uC5D0\uC11C \uAC19\uC740 \uCF54\uB4DC\uB85C \uC2E4\uD589\uD558\uAE30",explain:"\uC815\uB2F5!, CPU\uC5D0\uC11C \uC2E4\uD589\uD558\uBA74 \uB354 \uC815\uD655\uD55C \uC5D0\uB7EC \uBA54\uC138\uC9C0\uB97C \uBC1B\uC744 \uC218 \uC788\uC2B5\uB2C8\uB2E4!",correct:!0},{text:"Traceback\uC744 \uC77D\uACE0 \uC5D0\uB7EC\uC758 \uC6D0\uC778\uC744 \uCC3E\uAE30.",explain:"\uB2E4\uB978 \uC5D0\uB7EC\uC5D0 \uB300\uD574 \uC218\uD589\uD558\uB294 \uC791\uC5C5\uC774\uC9C0\uB9CC \uB300\uBD80\uBD84\uC758 CUDA \uC791\uC5C5\uC740 \uBE44\uB3D9\uAE30\uC2DD\uC774\uBBC0\uB85C CUDA \uC5D0\uB7EC\uB294 \uC77C\uBC18\uC801\uC73C\uB85C \uD574\uB2F9 \uC704\uCE58\uC5D0\uC11C \uBC1C\uC0DD\uD558\uC9C0 \uC54A\uC2B5\uB2C8\uB2E4."},{text:"\uBC30\uCE58 \uC0AC\uC774\uC988 \uC904\uC5EC\uBCF4\uAE30",explain:"\uBC30\uCE58 \uD06C\uAE30\uB97C \uC904\uC774\uB294 \uAC83\uC740 \uC77C\uBC18\uC801\uC73C\uB85C CUDA \uBA54\uBAA8\uB9AC \uBD80\uC871 \uC5D0\uB7EC\uB97C \uCC98\uB9AC\uD558\uB294 \uB370 \uC88B\uC740 \uC804\uB7B5\uC774\uC9C0\uB9CC \uC774 \uD2B9\uC815 \uBB38\uC81C\uC5D0\uB294 \uADF8\uB807\uC9C0 \uC54A\uC2B5\uB2C8\uB2E4. \uB2E4\uC2DC \uD480\uC5B4\uBCF4\uC138\uC694!"},{text:"\uC8FC\uD53C\uD130 \uCEE4\uB110 \uC7AC\uC2DC\uC791\uD558\uAE30",explain:"\uB2E4\uC2DC \uD480\uC5B4\uBCF4\uC138\uC694. \uCEE4\uB110\uC744 \uB2E4\uC2DC \uC2DC\uC791\uD574\uB3C4 \uC5D0\uB7EC\uAC00 \uC0AC\uB77C\uC9C0\uC9C0 \uC54A\uC2B5\uB2C8\uB2E4!"}]}}),Y=new H({}),Z=new I({props:{choices:[{text:"\uBC84\uADF8\uC758 \uC804\uCCB4 \uC7AC\uD604 \uAC00\uB2A5\uD55C \uC608\uB97C \uAC8C\uC2DC\uD558\uAE30.",explain:"\uC815\uB2F5!, \uBA54\uC778\uD14C\uC774\uB108\uAC00 \uBC84\uADF8\uB97C \uCC3E\uB294 \uB370 \uB3C4\uC6C0\uC774 \uB418\uB294 \uAC00\uC7A5 \uC88B\uC740 \uBC29\uBC95\uC785\uB2C8\uB2E4. \uB610 \uBB34\uC5C7\uC744 \uB354 \uD560 \uC218 \uC788\uC744\uAE4C\uC694?",correct:!0},{text:"\uB9E4\uC77C \uC5C5\uB370\uC774\uD2B8 \uC694\uCCAD\uD558\uAE30",explain:"\uC5EC\uB7EC\uBD84\uC5D0\uAC8C \uB3C4\uC6C0\uC744 \uC904 \uAC83 \uAC19\uC9C0 \uC54A\uC2B5\uB2C8\uB2E4. \uC0AC\uB78C\uB4E4\uC740 \uC544\uB9C8 \uB2F9\uC2E0\uC744 \uB354 \uBB34\uC2DC\uD560 \uAC81\uB2C8\uB2E4."},{text:"\uBC84\uADF8 \uC8FC\uBCC0\uC758 \uC18C\uC2A4 \uCF54\uB4DC\uB97C \uAC80\uC0AC\uD558\uACE0 \uBC84\uADF8\uAC00 \uBC1C\uC0DD\uD558\uB294 \uC774\uC720\uB97C \uCC3E\uC544\uC11C \uBB38\uC81C\uC758 \uACB0\uACFC\uB97C \uAC8C\uC2DC\uD558\uAE30.",explain:"\uBD84\uBA85\uD788 \uBA54\uC778\uD14C\uC774\uB108\uC5D0\uAC8C \uB3C4\uC6C0\uC774 \uB420 \uAC83\uC785\uB2C8\uB2E4! \uADF8\uB9AC\uACE0 \uBC84\uADF8\uC758 \uC6D0\uC778\uACFC \uC218\uC815 \uC0AC\uD56D\uC744 \uCC3E\uC73C\uBA74 \uD480 \uB9AC\uD018\uC2A4\uD2B8\uB97C \uC5F4 \uC218\uB3C4 \uC788\uC2B5\uB2C8\uB2E4. \uB610 \uBB34\uC5C7\uC744 \uB354 \uD560 \uC218 \uC788\uC744\uAE4C\uC694?",correct:!0}]}}),ee=new H({}),te=new I({props:{choices:[{text:"\uADF8\uB807\uC9C0 \uC54A\uC2B5\uB2C8\uB2E4. \uACFC\uC801\uD569\uC740 \uD56D\uC0C1 \uC88B\uC9C0 \uC54A\uC73C\uBA70 \uD53C\uD574\uC57C \uD569\uB2C8\uB2E4.",explain:"\uC804\uCCB4 \uB370\uC774\uD130 \uC138\uD2B8\uC5D0 \uB300\uD574 \uD559\uC2B5\uD560 \uB54C \uACFC\uC801\uD569\uC740 \uC2E4\uC81C\uB85C \uBAA8\uB378\uC774 \uC0C8\uB85C\uC6B4 \uC608\uC5D0 \uC798 \uC77C\uBC18\uD654\uB418\uC9C0 \uC54A\uB294\uB2E4\uB294 \uC2E0\uD638\uC77C \uC218 \uC788\uC2B5\uB2C8\uB2E4. \uADF8\uB7EC\uB098 \uB514\uBC84\uAE45\uC744 \uC704\uD574 \uC77C\uBC18\uC801\uC73C\uB85C \uC804\uCCB4 \uB370\uC774\uD130 \uC138\uD2B8\uC5D0 \uB300\uD574 \uD559\uC2B5\uD558\uC9C0\uB294 \uC54A\uC2B5\uB2C8\uB2E4. \uB2E4\uC2DC \uD480\uC5B4\uBCF4\uC138\uC694!"},{text:"\uBAA8\uB378\uC774 \uC190\uC2E4\uC744 0\uC73C\uB85C \uC904\uC77C \uC218 \uC788\uB294\uC9C0 \uD655\uC778\uD560 \uC218 \uC788\uC2B5\uB2C8\uB2E4.",explain:"\uC815\uB2F5! 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