import{S as Vh,i as Wh,s as Yh,e as r,k as c,w as p,t as $,M as Zh,c as i,d as t,m as l,a,x as m,h as y,b as s,G as h,g as o,y as u,L as ne,q as g,o as f,B as v,v as te}from"../../chunks/vendor-hf-doc-builder.js";import{I as b}from"../../chunks/IconCopyLink-hf-doc-builder.js";import{C as lh}from"../../chunks/CodeBlock-hf-doc-builder.js";import{C as he}from"../../chunks/CourseFloatingBanner-hf-doc-builder.js";import{Q as k}from"../../chunks/Question-hf-doc-builder.js";import"../../chunks/DocNotebookDropdown-hf-doc-builder.js";function ee(ph){let d,Jn,x,H,wn,G,jt,_n,Bt,Rn,J,Un,dn,Ft,Vn,xn,It,Wn,w,K,En,R,Lt,U,zt,qn,Qt,Dt,Yn,V,Zn,_,j,An,W,Ot,Pn,Xt,nt,Y,tt,Z,ht,E,B,Sn,nn,Gt,Nn,Jt,et,tn,rt,hn,it,q,F,Mn,en,Rt,Cn,Ut,at,rn,st,an,ot,A,I,Tn,sn,Vt,Hn,Wt,ct,on,lt,P,L,Kn,cn,Yt,jn,Zt,pt,ln,mt,S,z,Bn,pn,nh,Fn,th,ut,mn,gt,N,Q,In,un,hh,Ln,eh,ft,gn,vt,M,D,zn,fn,rh,Qn,ih,$t,vn,yt,C,O,Dn,$n,ah,On,sh,bt,yn,kt,T,X,Xn,bn,oh,Gn,ch,dt,kn,xt;return G=new b({}),J=new he({props:{chapter:1,classNames:"absolute z-10 right-0 top-0"}}),R=new b({}),V=new k({props:{choices:[{text:"T\xF3m t\u1EAFt",explain:'Xem l\u1EA1i t\u1EA1i <a href="https://huggingface.co/roberta-large-mnli">roberta-large-mnli page</a>.'},{text:"Ph\xE2n lo\u1EA1i v\u0103n b\u1EA3n",explain:"Ch\xEDnh x\xE1c h\u01A1n, n\xF3 ph\xE2n lo\u1EA1i n\u1EBFu hai c\xE2u \u0111\u01B0\u1EE3c li\xEAn k\u1EBFt m\u1ED9t c\xE1ch h\u1EE3p l\xFD qua ba nh\xE3n (m\xE2u thu\u1EABn, trung l\u1EADp, v\u01B0\u1EDBng m\u1EAFc) \u2014 hay t\xE1c v\u1EE5 c\xF2n \u0111\u01B0\u1EE3c g\u1ECDi l\xE0 <em>lu\u1EADn suy ng\xF4n ng\u1EEF t\u1EF1 nhi\xEAn</em>.",correct:!0},{text:"T\u1EA1o v\u0103n b\u1EA3n",explain:'Xem l\u1EA1i t\u1EA1i <a href="https://huggingface.co/roberta-large-mnli">roberta-large-mnli page</a>.'}]}}),W=new b({}),Y=new lh({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>)`}}),Z=new k({props:{choices:[{text:'N\xF3 s\u1EBD tr\u1EA3 v\u1EC1 \u0111i\u1EC3m ph\xE2n lo\u1EA1i cho c\xE2u n\xE0y, v\u1EDBi c\xE1c nh\xE3n "positive" ho\u1EB7c "negative".',explain:"Kh\xF4ng ch\xEDnh x\xE1c - \u0111\xE2y l\xE0 m\xF4 t\u1EA3 c\u1EE7a pipeline <code>sentiment-analysis</code>."},{text:"N\xF3 s\u1EBD tr\u1EA3 v\u1EC1 m\u1ED9t v\u0103n b\u1EA3n \u0111\u01B0\u1EE3c t\u1EA1o \u0111\u1EC3 ho\xE0n th\xE0nh c\xE2u n\xE0y.",explain:"Kh\xF4ng ch\xEDnh x\xE1c - \u0111\xE2y l\xE0 m\xF4 t\u1EA3 c\u1EE7a pipeline<code>text-generation</code>."},{text:"N\xF3 s\u1EBD tr\u1EA3 v\u1EC1 c\xE1c t\u1EEB \u0111\u1EA1i di\u1EC7n cho ng\u01B0\u1EDDi, t\u1ED5 ch\u1EE9c ho\u1EB7c \u0111\u1ECBa \u0111i\u1EC3m.",explain:'H\u01A1n n\u1EEFa, v\u1EDBi <code>grouped_entities=True</code>, n\xF3 s\u1EBD nh\xF3m c\xE1c t\u1EEB thu\u1ED9c c\xF9ng m\u1ED9t th\u1EF1c th\u1EC3 l\u1EA1i v\u1EDBi nhau, v\xED d\u1EE5 nh\u01B0 "Hugging Face".',correct:!0}]}}),nn=new b({}),tn=new lh({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>)`}}),hn=new k({props:{choices:[{text:"This &#60;mask> has been waiting for you.",explain:"Kh\xF4ng ch\xEDnh x\xE1c. Ki\u1EC3m tra th\u1EBB m\xF4 h\xECnh <code>bert-base-cased</code> v\xE0 c\u1ED1 g\u1EAFng ph\xE1t hi\u1EC7n l\u1ED7i c\u1EE7a b\u1EA1n."},{text:"This [MASK] has been waiting for you.",explain:"Ch\xEDnh x\xE1c! \u0110\xE1p \xE1n l\xE0 [MASK].",correct:!0},{text:"This man has been waiting for you.",explain:"Kh\xF4ng ch\xEDnh x\xE1c. Pipeline n\xE0y s\u1EBD \u0111i\u1EC1n v\xE0o c\xE1c t\u1EEB b\u1ECB che \u0111i, v\xEC v\u1EADy n\xF3 c\u1EA7n m\u1ED9t [MASK] token \u1EDF \u0111\xE2u \u0111\xF3."}]}}),en=new b({}),rn=new lh({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>)`}}),an=new k({props:{choices:[{text:"Pipeline n\xE0y n\xE0y y\xEAu c\u1EA7u c\u1EA5p nh\xE3n \u0111\u1EC3 ph\xE2n lo\u1EA1i v\u0103n b\u1EA3n n\xE0y.",explain:"\u0110\xFAng \u2014 \u0111o\u1EA1n m\xE3 ch\xEDnh x\xE1c c\u1EA7n bao g\u1ED3m <code>candidate_labels=[...]</code>.",correct:!0},{text:"Pipeline n\xE0y y\xEAu c\u1EA7u nhi\u1EC1u c\xE2u thay v\xEC m\u1ED9t c\xE2u.",explain:"Kh\xF4ng ch\xEDnh x\xE1c, m\u1EB7c d\xF9 khi \u0111\u01B0\u1EE3c s\u1EED d\u1EE5ng \u0111\xFAng c\xE1ch, pipeline n\xE0y c\xF3 th\u1EC3 l\u1EA5y m\u1ED9t danh s\xE1ch c\xE1c c\xE2u \u0111\u1EC3 x\u1EED l\xFD (gi\u1ED1ng nh\u01B0 t\u1EA5t c\u1EA3 c\xE1c pipeline kh\xE1c)."},{text:"Th\u01B0 vi\u1EC7n \u{1F917} Transformers b\u1ECB h\u1ECFng, nh\u01B0 th\u01B0\u1EDDng l\u1EC7.",explain:"Ch\xFAng t\xF4i s\u1EBD kh\xF4ng \u0111\xE1nh gi\xE1 cao c\xE2u tr\u1EA3 l\u1EDDi n\xE0y v\u1EDBi b\u1EA5t k\u1EF3 b\xECnh lu\u1EADn n\xE0o!"},{text:"Pipeline y\xEAu c\u1EA7u \u0111\u1EA7u v\xE0o d\xE0i h\u01A1n; pipeline n\xE0y qu\xE1 ng\u1EAFn.",explain:"Kh\xF4ng ch\xEDnh x\xE1c. L\u01B0u \xFD r\u1EB1ng m\u1ED9t v\u0103n b\u1EA3n r\u1EA5t d\xE0i s\u1EBD b\u1ECB c\u1EAFt b\u1EDBt khi x\u1EED l\xFD b\u1EB1ng pipeline n\xE0y."}]}}),sn=new b({}),on=new k({props:{choices:[{text:"Chuy\u1EC3n giao tri th\u1EE9c c\u1EE7a m\u1ED9t m\xF4 h\xECnh \u0111\u01B0\u1EE3c hu\u1EA5n luy\u1EC7n tr\u01B0\u1EDBc sang m\u1ED9t m\xF4 h\xECnh m\u1EDBi b\u1EB1ng c\xE1ch hu\u1EA5n luy\u1EC7n n\xF3 tr\xEAn c\xF9ng m\u1ED9t b\u1ED9 d\u1EEF li\u1EC7u.",explain:"Kh\xF4ng, \u0111\xF3 s\u1EBD l\xE0 hai phi\xEAn b\u1EA3n c\u1EE7a c\xF9ng m\u1ED9t m\xF4 h\xECnh."},{text:"Chuy\u1EC3n giao tri th\u1EE9c c\u1EE7a m\u1ED9t m\xF4 h\xECnh \u0111\u01B0\u1EE3c hu\u1EA5n luy\u1EC7n tr\u01B0\u1EDBc sang m\u1ED9t m\xF4 h\xECnh m\u1EDBi b\u1EB1ng c\xE1ch kh\u1EDFi t\u1EA1o m\xF4 h\xECnh th\u1EE9 hai v\u1EDBi tr\u1ECDng s\u1ED1 c\u1EE7a m\xF4 h\xECnh \u0111\u1EA7u ti\xEAn.",explain:"Ch\xEDnh x\xE1c: khi m\xF4 h\xECnh th\u1EE9 hai \u0111\u01B0\u1EE3c hu\u1EA5n luy\u1EC7n v\u1EC1 m\u1ED9t t\xE1c v\u1EE5 m\u1EDBi, n\xF3 s\u1EBD *chuy\u1EC3n giao* tri th\u1EE9c th\u1EE9c c\u1EE7a m\xF4 h\xECnh \u0111\u1EA7u ti\xEAn.",correct:!0},{text:"Chuy\u1EC3n giao tri th\u1EE9c c\u1EE7a m\u1ED9t m\xF4 h\xECnh \u0111\u01B0\u1EE3c hu\u1EA5n luy\u1EC7n tr\u01B0\u1EDBc sang m\u1ED9t m\xF4 h\xECnh m\u1EDBi b\u1EB1ng c\xE1ch x\xE2y d\u1EF1ng m\xF4 h\xECnh th\u1EE9 hai c\xF3 c\xF9ng ki\u1EBFn tr\xFAc v\u1EDBi m\xF4 h\xECnh \u0111\u1EA7u ti\xEAn.",explain:"Ki\u1EBFn tr\xFAc ch\u1EC9 l\xE0 c\xE1ch m\xF4 h\xECnh \u0111\u01B0\u1EE3c x\xE2y d\u1EF1ng; kh\xF4ng c\xF3 ki\u1EBFn th\u1EE9c \u0111\u01B0\u1EE3c chia s\u1EBB ho\u1EB7c chuy\u1EC3n giao trong tr\u01B0\u1EDDng h\u1EE3p n\xE0y."}]}}),cn=new b({}),ln=new k({props:{choices:[{text:"\u0110\xFAng",explain:"Qu\xE1 tr\xECnh hu\u1EA5n luy\u1EC7n tr\u01B0\u1EDBc th\u01B0\u1EDDng l\xE0 <em>t\u1EF1 gi\xE1m s\xE1t</em>, c\xF3 ngh\u0129a l\xE0 c\xE1c nh\xE3n \u0111\u01B0\u1EE3c t\u1EA1o ra t\u1EF1 \u0111\u1ED9ng t\u1EEB c\xE1c \u0111\u1EA7u v\xE0o (nh\u01B0 d\u1EF1 \u0111o\xE1n t\u1EEB ti\u1EBFp theo ho\u1EB7c \u0111i\u1EC1n v\xE0o m\u1ED9t s\u1ED1 t\u1EEB b\u1ECB che).",correct:!0},{text:"Sai",explain:"\u0110\xE2y kh\xF4ng ph\u1EA3i \u0111\xE1p \xE1n ch\xEDnh x\xE1c."}]}}),pn=new b({}),mn=new k({props:{choices:[{text:"N\u1EBFu m\u1ED9t m\xF4 h\xECnh l\xE0 m\u1ED9t t\xF2a nh\xE0, th\xEC ki\u1EBFn tr\xFAc c\u1EE7a n\xF3 l\xE0 b\u1EA3n thi\u1EBFt k\u1EBF v\xE0 tr\u1ECDng s\u1ED1 l\xE0 nh\u1EEFng ng\u01B0\u1EDDi s\u1ED1ng b\xEAn trong.",explain:"Theo ph\xE9p \u1EA9n d\u1EE5 n\xE0y, tr\u1ECDng l\u01B0\u1EE3ng s\u1EBD l\xE0 nh\u1EEFng vi\xEAn g\u1EA1ch v\xE0 c\xE1c v\u1EADt li\u1EC7u kh\xE1c \u0111\u01B0\u1EE3c s\u1EED d\u1EE5ng \u0111\u1EC3 x\xE2y d\u1EF1ng t\xF2a nh\xE0."},{text:"M\u1ED9t ki\u1EBFn tr\xFAc l\xE0 m\u1ED9t b\u1EA3n \u0111\u1ED3 \u0111\u1EC3 x\xE2y d\u1EF1ng m\u1ED9t m\xF4 h\xECnh v\xE0 tr\u1ECDng s\u1ED1 c\u1EE7a n\xF3 l\xE0 c\xE1c th\xE0nh ph\u1ED1 \u0111\u01B0\u1EE3c th\u1EC3 hi\u1EC7n tr\xEAn b\u1EA3n \u0111\u1ED3.",explain:"V\u1EA5n \u0111\u1EC1 v\u1EDBi ph\xE9p \u1EA9n d\u1EE5 n\xE0y l\xE0 b\u1EA3n \u0111\u1ED3 th\u01B0\u1EDDng \u0111\u1EA1i di\u1EC7n cho m\u1ED9t th\u1EF1c t\u1EBF \u0111ang t\u1ED3n t\u1EA1i (ch\u1EC9 c\xF3 m\u1ED9t th\xE0nh ph\u1ED1 \u1EDF Ph\xE1p t\xEAn l\xE0 Paris). \u0110\u1ED1i v\u1EDBi m\u1ED9t ki\u1EBFn tr\xFAc nh\u1EA5t \u0111\u1ECBnh, c\xF3 th\u1EC3 c\xF3 nhi\u1EC1u tr\u1ECDng s\u1ED1."},{text:"M\u1ED9t ki\u1EBFn tr\xFAc l\xE0 s\u1EF1 li\xEAn ti\u1EBFp c\u1EE7a c\xE1c h\xE0m to\xE1n h\u1ECDc \u0111\u1EC3 x\xE2y d\u1EF1ng m\u1ED9t m\xF4 h\xECnh v\xE0 tr\u1ECDng s\u1ED1 c\u1EE7a n\xF3 l\xE0 c\xE1c tham s\u1ED1 h\xE0m \u0111\xF3.",explain:"C\xF9ng m\u1ED9t t\u1EADp h\u1EE3p c\xE1c h\xE0m to\xE1n h\u1ECDc (ki\u1EBFn tr\xFAc) c\xF3 th\u1EC3 \u0111\u01B0\u1EE3c s\u1EED d\u1EE5ng \u0111\u1EC3 x\xE2y d\u1EF1ng c\xE1c m\xF4 h\xECnh kh\xE1c nhau b\u1EB1ng c\xE1ch s\u1EED d\u1EE5ng c\xE1c tham s\u1ED1 (tr\u1ECDng s\u1ED1) kh\xE1c nhau.",correct:!0}]}}),un=new b({}),gn=new k({props:{choices:[{text:"M\u1ED9t m\xF4 h\xECnh m\xE3 ho\xE1",explain:"M\u1ED9t m\xF4 h\xECnh m\xE3 h\xF3a t\u1EA1o ra m\u1ED9t bi\u1EC3u di\u1EC5n c\u1EE7a to\xE0n b\u1ED9 c\xE2u, ph\xF9 h\u1EE3p h\u01A1n cho c\xE1c t\xE1c v\u1EE5 nh\u01B0 ph\xE2n lo\u1EA1i."},{text:"M\u1ED9t m\xF4 h\xECnh gi\u1EA3i ho\xE1",explain:"C\xE1c m\xF4 h\xECnh gi\u1EA3i m\xE3 ho\xE0n to\xE0n ph\xF9 h\u1EE3p \u0111\u1EC3 t\u1EA1o v\u0103n b\u1EA3n t\u1EEB l\u1EDDi nh\u1EAFc.",correct:!0},{text:"M\u1ED9t m\xF4 h\xECnh chu\u1ED7i-sang-chu\u1ED7i",explain:"M\xF4 h\xECnh chu\u1ED7i-sang-chu\u1ED7i ph\xF9 h\u1EE3p cho c\xE1c t\xE1c v\u1EE5 m\xE0 b\u1EA1n mu\u1ED1n t\u1EA1o c\xE1c c\xE2u li\xEAn quan \u0111\u1EBFn c\xE1c c\xE2u \u0111\u1EA7u v\xE0o, ch\u1EE9 kh\xF4ng ph\u1EA3i m\u1ED9t l\u1EDDi nh\u1EAFc nh\u1EA5t \u0111\u1ECBnh."}]}}),fn=new b({}),vn=new k({props:{choices:[{text:"M\u1ED9t m\xF4 h\xECnh m\xE3 ho\xE1",explain:"M\u1ED9t m\xF4 h\xECnh m\xE3 h\xF3a t\u1EA1o ra m\u1ED9t bi\u1EC3u di\u1EC5n c\u1EE7a to\xE0n b\u1ED9 c\xE2u, ph\xF9 h\u1EE3p h\u01A1n cho c\xE1c t\xE1c v\u1EE5 nh\u01B0 ph\xE2n lo\u1EA1i."},{text:"M\u1ED9t m\xF4 h\xECnh gi\u1EA3i ho\xE1",explain:"C\xE1c m\xF4 h\xECnh gi\u1EA3i m\xE3 r\u1EA5t t\u1ED1t \u0111\u1EC3 t\u1EA1o v\u0103n b\u1EA3n \u0111\u1EA7u ra (nh\u01B0 t\xF3m t\u1EAFt), nh\u01B0ng ch\xFAng kh\xF4ng c\xF3 kh\u1EA3 n\u0103ng khai th\xE1c ng\u1EEF c\u1EA3nh nh\u01B0 to\xE0n b\u1ED9 v\u0103n b\u1EA3n \u0111\u1EC3 t\xF3m t\u1EAFt."},{text:"M\u1ED9t m\xF4 h\xECnh chu\u1ED7i-sang-chu\u1ED7i",explain:"M\xF4 h\xECnh chu\u1ED7i-sang-chu\u1ED7i ho\xE0n to\xE0n ph\xF9 h\u1EE3p v\u1EDBi t\xE1c v\u1EE5 t\xF3m t\u1EAFt v\u0103n b\u1EA3n.",correct:!0}]}}),$n=new b({}),yn=new k({props:{choices:[{text:"M\u1ED9t m\xF4 h\xECnh m\xE3 ho\xE1",explain:"M\u1ED9t m\xF4 h\xECnh m\xE3 h\xF3a t\u1EA1o ra bi\u1EC3u di\u1EC5n c\u1EE7a to\xE0n b\u1ED9 c\xE2u, ph\xF9 h\u1EE3p h\u01A1n cho c\xE1c t\xE1c v\u1EE5 nh\u01B0 ph\xE2n lo\u1EA1i.",correct:!0},{text:"M\u1ED9t m\xF4 h\xECnh gi\u1EA3i ho\xE1",explain:"C\xE1c m\xF4 h\xECnh gi\u1EA3i m\xE3 ph\xF9 h\u1EE3p \u0111\u1EC3 t\u1EA1o v\u0103n b\u1EA3n \u0111\u1EA7u ra, kh\xF4ng ph\u1EA3i tr\xEDch xu\u1EA5t nh\xE3n ra kh\u1ECFi m\u1ED9t c\xE2u."},{text:"M\u1ED9t m\xF4 h\xECnh chu\u1ED7i-sang-chu\u1ED7i",explain:"M\xF4 h\xECnh chu\u1ED7i-sang-chu\u1ED7i ph\xF9 h\u1EE3p h\u01A1n cho c\xE1c t\xE1c v\u1EE5 m\xE0 b\u1EA1n mu\u1ED1n t\u1EA1o v\u0103n b\u1EA3n d\u1EF1a tr\xEAn m\u1ED9t c\xE2u \u0111\u1EA7u v\xE0o, kh\xF4ng ph\u1EA3i nh\xE3n."}]}}),bn=new b({}),kn=new k({props:{choices:[{text:"M\xF4 h\xECnh l\xE0 phi\xEAn b\u1EA3n tinh ch\u1EC9nh c\u1EE7a m\u1ED9t m\xF4 h\xECnh \u0111\u01B0\u1EE3c hu\u1EA5n luy\u1EC7n tr\u01B0\u1EDBc v\xE0 n\xF3 \u0111\xE3 ch\u1ECDn ra sai l\u1EC7ch t\u1EEB \u0111\xF3.",explain:"Khi \xE1p d\u1EE5ng H\u1ECDc chuy\u1EC3n giao, s\u1EF1 sai l\u1EC7ch trong m\xF4 h\xECnh hu\u1EA5n luy\u1EC7n t\u1EDBi m\xF4 h\xECnh tinh ch\u1EC9nh.",correct:!0},{text:"D\u1EEF li\u1EC7u m\xE0 m\xF4 h\xECnh s\u1EED d\u1EE5ng hu\u1EA5n luy\u1EC7n b\u1ECB sai l\u1EC7ch.",explain:"\u0110\xE2y l\xE0 m\u1ED9t tr\u01B0\u1EDDng h\u1EE3p ti\xEAu bi\u1EC3u c\u1EE7a sai l\u1EC7ch, nh\u01B0ng kh\xF4ng ph\u1EA3i l\xE0 nguy\xEAn do duy nh\u1EA5t.",correct:!0},{text:"C\xE1c th\xF4ng s\u1ED1 m\xF4 h\xECnh t\u1ED1i \u01B0u b\u1ECB sai l\u1EC7ch.",explain:"M\u1ED9t ngu\u1ED3n sai l\u1EC7ch \xEDt r\xF5 r\xE0ng h\u01A1n l\xE0 c\xE1ch m\xF4 h\xECnh \u0111\u01B0\u1EE3c hu\u1EA5n luy\u1EC7n. 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