import{S as Kr,i as Lr,s as zr,e as s,k as p,t as w,w as h,M as Or,c as i,d as t,m as f,a as n,h as g,x as $,b as l,G as r,g as o,y as u,L as Qr,q as m,o as c,B as v,v as Rr}from"../../chunks/vendor-hf-doc-builder.js";import{I as x}from"../../chunks/IconCopyLink-hf-doc-builder.js";import{C as tr}from"../../chunks/CodeBlock-hf-doc-builder.js";import{Q as _}from"../../chunks/Question-hf-doc-builder.js";function Dr(rr){let d,ze,R,qt,Oe,we,Pt,Qe,ge,Nt,Re,k,T,xe,D,Ht,G,jt,_e,Tt,Mt,De,J,Ge,y,M,de,U,Ct,ke,Bt,Je,V,Ue,W,Ve,b,C,ye,X,It,be,Ft,We,Y,Xe,Z,Ye,E,B,Ee,ee,Kt,Ae,Lt,Ze,te,et,re,tt,A,I,Se,ae,zt,qe,Ot,rt,se,at,S,F,Pe,ie,Qt,Ne,Rt,st,ne,it,q,K,He,le,Dt,je,Gt,nt,oe,lt,P,L,Te,pe,Jt,Me,Ut,ot,fe,pt,N,z,Ce,he,Vt,Be,Wt,ft,$e,ht,H,O,Ie,ue,Xt,Fe,Yt,$t,me,ut,j,Q,Ke,ce,Zt,Le,er,mt,ve,ct;return D=new x({}),J=new _({props:{choices:[{text:"\u6587\u672C\u6458\u8981\u63D0\u53D6",explain:'\u70B9\u51FB\u524D\u5F80<a href="https://huggingface.co/roberta-large-mnli">roberta-large-mnli \u9875\u9762</a>\u56DE\u987E\u4E00\u4E0B.'},{text:"\u6587\u672C\u5206\u7C7B",explain:"\u66F4\u51C6\u786E\u5730\u8BF4\uFF0C\u5B83\u5BF9\u4E24\u4E2A\u53E5\u5B50\u5728\u4E09\u4E2A\u6807\u7B7E\uFF08\u77DB\u76FE\u3001\u65E0\u5173\u3001\u76F8\u8FD1\uFF09\u4E4B\u95F4\u7684\u903B\u8F91\u94FE\u63A5\u8FDB\u884C\u5206\u7C7B\u2014\u2014\u8FD9\u9879\u4EFB\u52A1\u4E5F\u79F0\u4E3A<em>\u81EA\u7136\u8BED\u8A00\u63A8\u7406</em>.",correct:!0},{text:"\u6587\u672C\u751F\u6210",explain:'\u70B9\u51FB\u524D\u5F80<a href="https://huggingface.co/roberta-large-mnli">roberta-large-mnli \u9875\u9762</a>\u56DE\u987E\u4E00\u4E0B.'}]}}),U=new x({}),V=new tr({props:{code:`from transformers import pipeline

ner = pipeline("ner", grouped_entities=True)
ner("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

ner = pipeline(<span class="hljs-string">&quot;ner&quot;</span>, grouped_entities=<span class="hljs-literal">True</span>)
ner(<span class="hljs-string">&quot;My name is Sylvain and I work at Hugging Face in Brooklyn.&quot;</span>)`}}),W=new _({props:{choices:[{text:'\u5B83\u5C06\u8FD4\u56DE\u8FD9\u4E2A\u53E5\u5B50\u7684\u5206\u7C7B\u7684\u5206\u6570, \u5E26\u6709 "positive" \u6216\u8005 "negative"\u7684\u6807\u7B7E.',explain:"\u8FD9\u4E2A\u9009\u9879\u662F\u4E0D\u5BF9\u7684 \u2014 <code>sentiment-analysis</code> pipeline\u5C06\u4F1A\u8FD4\u56DE\u8FD9\u4E9B."},{text:"\u5B83\u5C06\u8FD4\u56DE\u4E00\u4E2A\u751F\u6210\u7684\u6587\u672C\u6765\u5B8C\u6210\u8FD9\u53E5\u8BDD\u3002",explain:"\u8FD9\u4E2A\u9009\u9879\u662F\u4E0D\u5BF9\u7684 \u2014 <code>text-generation</code> pipeline\u5C06\u4F1A\u8FD4\u56DE\u8FD9\u4E9B."},{text:"\u5B83\u5C06\u8FD4\u56DE\u4EE3\u8868\u4EBA\u5458\u3001\u7EC4\u7EC7\u6216\u4F4D\u7F6E\u7684\u5355\u8BCD\u3002",explain:"\u6B64\u5916\uFF0C\u4F7F\u7528 <code>grouped_entities=True</code>\uFF0C\u5B83\u4F1A\u5C06\u5C5E\u4E8E\u540C\u4E00\u5B9E\u4F53\u7684\u5355\u8BCD\u7EC4\u5408\u5728\u4E00\u8D77\uFF0C\u4F8B\u5982\u201CHugging Face\u201D\u3002",correct:!0}]}}),X=new x({}),Y=new tr({props:{code:`from transformers import pipeline

filler = pipeline("fill-mask", model="bert-base-cased")
result = filler("...")`,highlighted:`<span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> pipeline

filler = pipeline(<span class="hljs-string">&quot;fill-mask&quot;</span>, model=<span class="hljs-string">&quot;bert-base-cased&quot;</span>)
result = filler(<span class="hljs-string">&quot;...&quot;</span>)`}}),Z=new _({props:{choices:[{text:"This &amp;lt;mask> has been waiting for you.",explain:"\u8FD9\u4E2A\u9009\u9879\u662F\u4E0D\u5BF9\u7684\u3002 \u8BF7\u67E5\u770B <code>bert-base-cased</code> \u6A21\u578B\u5361\u7247,\u7136\u540E\u518D\u5C1D\u8BD5\u627E\u627E\u9519\u5728\u54EA\u91CC\u3002"},{text:"This [MASK] has been waiting for you.",explain:"\u6B63\u89E3! \u8FD9\u4E2A\u6A21\u578B\u7684mask\u7684\u63A9\u7801\u662F[MASK].",correct:!0},{text:"This man has been waiting for you.",explain:"\u8FD9\u4E2A\u9009\u9879\u662F\u4E0D\u5BF9\u7684\u3002 \u8FD9\u4E2Apipeline\u7684\u4F5C\u7528\u662F\u586B\u5145\u7ECF\u8FC7mask\u7684\u6587\u5B57\uFF0C\u56E0\u6B64\u5B83\u9700\u8981\u5728\u8F93\u5165\u7684\u6587\u672C\u4E2D\u5B58\u5728mask\u7684token\u3002"}]}}),ee=new x({}),te=new tr({props:{code:`from transformers import pipeline

classifier = pipeline("zero-shot-classification")
result = classifier("This is a course about the Transformers library")`,highlighted:`<span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> pipeline

classifier = pipeline(<span class="hljs-string">&quot;zero-shot-classification&quot;</span>)
result = classifier(<span class="hljs-string">&quot;This is a course about the Transformers library&quot;</span>)`}}),re=new _({props:{choices:[{text:"\u8FD9\u4E2Apipeline\u8981\u6C42\u63D0\u4F9B\u7528\u6765\u5206\u7C7B\u6B64\u6587\u672C\u7684\u6807\u7B7E\u3002",explain:"\u6B63\u89E3 \u2014 \u6B63\u786E\u7684\u4EE3\u7801\u9700\u8981\u5305\u62EC\uFF1A<code>candidate_labels=[...]</code>.",correct:!0},{text:"\u8FD9\u4E2Apipeline\u9700\u8981\u591A\u4E2A\u53E5\u5B50\uFF0C\u800C\u4E0D\u4EC5\u4EC5\u662F\u4E00\u4E2A\u3002",explain:"\u8FD9\u4E2A\u9009\u9879\u662F\u4E0D\u5BF9\u7684\u3002\u5C3D\u7BA1\u6B63\u786E\u4F7F\u7528\u65F6\uFF0C\u6B64pipeline\u53EF\u4EE5\u540C\u65F6\u5904\u7406\u591A\u4E2A\u53E5\u5B50\uFF08\u4E0E\u6240\u6709\u5176\u4ED6pipeline\u4E00\u6837\uFF09\u3002"},{text:"\u50CF\u5F80\u5E38\u4E00\u6837\uFF0C\u{1F917} 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_({props:{choices:[{text:"\u5982\u679C\u6A21\u578B\u662F\u4E00\u5EA7\u5EFA\u7B51\u7269\uFF0C\u90A3\u4E48\u5B83\u7684\u67B6\u6784\u5C31\u662F\u84DD\u56FE\uFF0C\u800C\u6743\u91CD\u5C31\u662F\u4F4F\u5728\u91CC\u9762\u7684\u4EBA\u3002",explain:"\u6309\u7167\u8FD9\u4E2A\u6BD4\u55BB\uFF0C\u6743\u91CD\u5C06\u662F\u7528\u4E8E\u5EFA\u9020\u5EFA\u7B51\u7269\u7684\u7816\u5757\u548C\u5176\u4ED6\u6750\u6599\u3002"},{text:"\u67B6\u6784\u662F\u6784\u5EFA\u6A21\u578B\u7684\u5730\u56FE\uFF0C\u5176\u6743\u91CD\u662F\u5730\u56FE\u4E0A\u8868\u793A\u7684\u57CE\u5E02\u3002",explain:"\u8FD9\u4E2A\u6BD4\u55BB\u7684\u95EE\u9898\u5728\u4E8E\uFF0C\u4E00\u5F20\u5730\u56FE\u901A\u5E38\u4EE3\u8868\u53EA\u6709\u4E00\u4E2A\u786E\u5B9A\u7684\u4E8B\u5B9E\uFF08\u6CD5\u56FD\u53EA\u6709\u4E00\u4E2A\u57CE\u5E02\u53EB\u5DF4\u9ECE\uFF09\u3002 \u5BF9\u4E8E\u7ED9\u5B9A\u7684\u4F53\u7CFB\u7ED3\u6784\uFF0C\u591A\u4E2A\u6743\u91CD\u662F\u53EF\u80FD\u7684\u3002"},{text:"\u67B6\u6784\u662F\u7528\u4E8E\u6784\u5EFA\u6A21\u578B\u7684\u4E00\u7CFB\u5217\u6570\u5B66\u51FD\u6570\uFF0C\u5176\u6743\u91CD\u662F\u8FD9\u4E9B\u51FD\u6570\u53C2\u6570\u3002",explain:"\u540C\u4E00\u7EC4\u6570\u5B66\u51FD\u6570\uFF08\u67B6\u6784\uFF09\u53EF\u4EE5\u901A\u8FC7\u4F7F\u7528\u4E0D\u540C\u7684\u53C2\u6570\uFF08\u6743\u91CD\uFF09\u6765\u6784\u5EFA\u4E0D\u540C\u7684\u6A21\u578B\u3002",correct:!0}]}}),pe=new x({}),fe=new _({props:{choices:[{text:"\u4E00\u4E2A\u201C\u7F16\u7801\u5668\u201D\u6A21\u578B",explain:"\u201C\u7F16\u7801\u5668\u201D\u6A21\u578B\u751F\u6210\u6574\u4E2A\u53E5\u5B50\u7684\u8868\u793A\uFF0C\u8FD9\u79CD\u8868\u793A\u66F4\u9002\u5408\u4E8E\u5206\u7C7B\u4E4B\u7C7B\u7684\u4EFB\u52A1\u3002"},{text:"\u4E00\u4E2A\u201C\u89E3\u7801\u5668\u201D\u6A21\u578B",explain:"\u201C\u89E3\u7801\u5668\u201D\u6A21\u578B\u975E\u5E38\u9002\u5408\u6839\u636E\u63D0\u793A\u751F\u6210\u6587\u672C\u3002",correct:!0},{text:"\u4E00\u4E2A\u201C\u5E8F\u5217\u5230\u5E8F\u5217\u201D\u6A21\u578B",explain:"\u201C\u5E8F\u5217\u5230\u5E8F\u5217\u201D\u6A21\u578B\u66F4\u9002\u5408\u4E8E\u4F60\u60F3\u8981\u6839\u636E\u8F93\u5165\u7684\u53E5\u5B50\u800C\u4E0D\u662F\u7ED9\u5B9A\u7684\u63D0\u793A\u751F\u6210\u53E5\u5B50\u7684\u4EFB\u52A1\u3002"}]}}),he=new x({}),$e=new _({props:{choices:[{text:"\u4E00\u4E2A\u201C\u7F16\u7801\u5668\u201D\u6A21\u578B",explain:"\u201C\u7F16\u7801\u5668\u201D\u6A21\u578B\u751F\u6210\u6574\u4E2A\u53E5\u5B50\u7684\u8868\u793A\uFF0C\u8FD9\u79CD\u8868\u793A\u66F4\u9002\u5408\u4E8E\u5206\u7C7B\u4E4B\u7C7B\u7684\u4EFB\u52A1\u3002"},{text:"\u4E00\u4E2A\u201C\u89E3\u7801\u5668\u201D\u6A21\u578B",explain:"\u201C\u89E3\u7801\u5668\u201D\u6A21\u578B\u5BF9\u4E8E\u751F\u6210\u8F93\u51FA\u6587\u672C(\u5982\u6458\u8981)\u5F88\u597D\uFF0C\u4F46\u5B83\u4EEC\u4E0D\u5177\u5907\u5229\u7528\u4E0A\u4E0B\u6587(\u5982\u6574\u4E2A\u6587\u672C)\u8FDB\u884C\u603B\u7ED3\u7684\u80FD\u529B\u3002"},{text:"\u4E00\u4E2A\u201C\u5E8F\u5217\u5230\u5E8F\u5217\u201D\u6A21\u578B",explain:"\u201C\u5E8F\u5217\u5230\u5E8F\u5217\u201D\u6A21\u578B\u975E\u5E38\u9002\u5408\u6458\u8981\u4EFB\u52A1\u3002",correct:!0}]}}),ue=new x({}),me=new 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