import{S as qr,i as Ur,s as Jr,e as s,k as p,t as l,w as Or,M as Wr,c as o,d as t,m,a as f,h as a,x as Rr,b as u,N as Mr,G as r,g as n,y as Cr,L as Yr,q as xr,o as zr,B as Br,v as jr}from"../../chunks/vendor-hf-doc-builder.js";import{Y as Kr}from"../../chunks/Youtube-hf-doc-builder.js";import{C as Vr}from"../../chunks/CourseFloatingBanner-hf-doc-builder.js";import"../../chunks/DocNotebookDropdown-hf-doc-builder.js";function Qr(rr){let v,we,H,Ye,Le,N,Te,b,je,ye,F,Pe,Y,Ke,He,A,Ve,Ne,j,Qe,be,E,I,lr,Xe,d,ar,Fe,c,S,Ze,$,et,tt,rt,re,lt,at,le,st,Ae,K,ot,Ie,_,ae,it,ft,y,nt,D,ut,pt,G,mt,ct,h,_t,k,gt,vt,O,Et,ht,de,P,wt,R,Lt,Tt,Se,M,yt,$e,V,Pt,De,C,se,Ht,Nt,Ge,x,oe,bt,Ft,ke,w,ie,At,It,z,dt,St,Oe,B,fe,$t,Dt,Re,q,ne,Gt,kt,Me,L,ue,Ot,Rt,U,Mt,Ct,Ce,T,pe,xt,zt,J,Bt,qt,xe,Q,Ut,ze,g,W,Jt,me,Wt,Yt,jt,ce,Kt,Vt,_e,Qt,Be;return N=new Vr({props:{chapter:1,classNames:"absolute z-10 right-0 top-0"}}),F=new Kr({props:{id:"00GKzGyWFEs"}}),{c(){v=s("meta"),we=p(),H=s("h1"),Ye=l("\u672C\u7AE0\u7B80\u4ECB"),Le=p(),Or(N.$$.fragment),Te=p(),b=s("h2"),je=l("\u6B22\u8FCE\u6765\u5230\u{1F917}\u8BFE\u7A0B"),ye=p(),Or(F.$$.fragment),Pe=p(),Y=s("p"),Ke=l("\u672C\u8BFE\u7A0B\u5C06\u4F7F\u7528 Hugging Face \u751F\u6001\u7CFB\u7EDF\u4E2D\u7684\u5E93\u2014\u2014\u{1F917} Transformers\u3001\u{1F917} Datasets\u3001\u{1F917} Tokenizers \u548C \u{1F917} Accelerate\u2014\u2014\u4EE5\u53CA Hugging Face Hub \u6559\u4F60\u81EA\u7136\u8BED\u8A00\u5904\u7406 (NLP)\u3002\u5B83\u662F\u5B8C\u5168\u514D\u8D39\u7684\uFF0C\u5E76\u4E14\u6CA1\u6709\u5E7F\u544A\u3002"),He=p(),A=s("h2"),Ve=l("\u6709\u4EC0\u4E48\u662F\u503C\u5F97\u671F\u5F85\u7684\uFF1F"),Ne=p(),j=s("p"),Qe=l("\u4EE5\u4E0B\u662F\u8BFE\u7A0B\u7684\u7B80\u8981\u6982\u8FF0\uFF1A"),be=p(),E=s("div"),I=s("img"),Xe=p(),d=s("img"),Fe=p(),c=s("ul"),S=s("li"),Ze=l("\u7B2C 1 \u7AE0\u5230\u7B2C 4 \u7AE0\u4ECB\u7ECD\u4E86 \u{1F917} Transformers \u5E93\u7684\u4E3B\u8981\u6982\u5FF5\u3002\u5728\u672C\u8BFE\u7A0B\u7684\u8FD9\u4E00\u90E8\u5206\u7ED3\u675F\u65F6\uFF0C\u60A8\u5C06\u719F\u6089 Transformer \u6A21\u578B\u7684\u5DE5\u4F5C\u539F\u7406\uFF0C\u5E76\u5C06\u4E86\u89E3\u5982\u4F55\u4F7F\u7528 "),$=s("a"),et=l("Hugging Face Hub"),tt=l(" \u4E2D\u7684\u6A21\u578B\uFF0C\u5728\u6570\u636E\u96C6\u4E0A\u5BF9\u5176\u8FDB\u884C\u5FAE\u8C03\uFF0C\u5E76\u5728 Hub \u4E0A\u5206\u4EAB\u60A8\u7684\u7ED3\u679C\u3002"),rt=p(),re=s("li"),lt=l("\u7B2C 5 \u7AE0\u5230\u7B2C 8 \u7AE0\u5728\u6DF1\u5165\u7814\u7A76\u7ECF\u5178 NLP \u4EFB\u52A1\u4E4B\u524D\uFF0C\u6559\u6388 \u{1F917} Datasets\u548C \u{1F917} Tokenizers\u7684\u57FA\u7840\u77E5\u8BC6\u3002\u5728\u672C\u90E8\u5206\u7ED3\u675F\u65F6\uFF0C\u60A8\u5C06\u80FD\u591F\u81EA\u5DF1\u89E3\u51B3\u6700\u5E38\u89C1\u7684 NLP \u95EE\u9898\u3002"),at=p(),le=s("li"),st=l("\u7B2C 9 \u7AE0\u5230\u7B2C 12 \u7AE0\u66F4\u52A0\u6DF1\u5165\uFF0C\u63A2\u8BA8\u4E86\u5982\u4F55\u4F7F\u7528 Transformer \u6A21\u578B\u5904\u7406\u8BED\u97F3\u5904\u7406\u548C\u8BA1\u7B97\u673A\u89C6\u89C9\u4E2D\u7684\u4EFB\u52A1\u3002\u5728\u6B64\u8FC7\u7A0B\u4E2D\uFF0C\u60A8\u5C06\u5B66\u4E60\u5982\u4F55\u6784\u5EFA\u548C\u5206\u4EAB\u6A21\u578B\uFF0C\u5E76\u9488\u5BF9\u751F\u4EA7\u73AF\u5883\u5BF9\u5176\u8FDB\u884C\u4F18\u5316\u3002\u5728\u8FD9\u90E8\u5206\u7ED3\u675F\u65F6\uFF0C\u60A8\u5C06\u51C6\u5907\u597D\u5C06\u{1F917} Transformers \u5E94\u7528\u4E8E\uFF08\u51E0\u4E4E\uFF09\u4EFB\u4F55\u673A\u5668\u5B66\u4E60\u95EE\u9898\uFF01"),Ae=p(),K=s("p"),ot=l("\u8FD9\u4E2A\u8BFE\u7A0B\uFF1A"),Ie=p(),_=s("ul"),ae=s("li"),it=l("\u9700\u8981\u826F\u597D\u7684 Python \u77E5\u8BC6"),ft=p(),y=s("li"),nt=l("\u6700\u597D\u5148\u5B66\u4E60\u6DF1\u5EA6\u5B66\u4E60\u5165\u95E8\u8BFE\u7A0B\uFF0C\u4F8B\u5982"),D=s("a"),ut=l("DeepLearning.AI"),pt=l(" \u63D0\u4F9B\u7684 "),G=s("a"),mt=l("fast.ai\u5B9E\u7528\u6DF1\u5EA6\u5B66\u4E60\u6559\u7A0B"),ct=p(),h=s("li"),_t=l("\u4E0D\u9700\u8981\u4E8B\u5148\u5177\u5907 "),k=s("a"),gt=l("PyTorch"),vt=l(" \u6216 "),O=s("a"),Et=l("TensorFlow"),ht=l(" \u77E5\u8BC6\uFF0C\u867D\u7136\u719F\u6089\u5176\u4E2D\u4EFB\u4F55\u4E00\u4E2A\u90FD\u4F1A\u5BF9huggingface\u7684\u5B66\u4E60\u6709\u6240\u5E2E\u52A9"),de=p(),P=s("p"),wt=l("\u5B8C\u6210\u672C\u8BFE\u7A0B\u540E\uFF0C\u6211\u4EEC\u5EFA\u8BAE\u60A8\u67E5\u770B "),R=s("a"),Lt=l("DeepLearning.AI\u7684\u81EA\u7136\u8BED\u8A00\u5904\u7406\u7CFB\u5217\u8BFE\u7A0B"),Tt=l("\uFF0C\u5176\u4E2D\u6DB5\u76D6\u4E86\u5E7F\u6CDB\u7684\u4F20\u7EDF NLP \u6A21\u578B\uFF0C\u5982\u6734\u7D20\u8D1D\u53F6\u65AF\u548C LSTM\uFF0C\u8FD9\u4E9B\u6A21\u578B\u975E\u5E38\u503C\u5F97\u4E86\u89E3\uFF01"),Se=p(),M=s("h2"),yt=l("\u6211\u4EEC\u662F\u8C01\uFF1F"),$e=p(),V=s("p"),Pt=l("\u5173\u4E8E\u4F5C\u8005\uFF1A"),De=p(),C=s("p"),se=s("strong"),Ht=l("Matthew Carrigan"),Nt=l(" \u662F Hugging Face \u7684\u673A\u5668\u5B66\u4E60\u5DE5\u7A0B\u5E08\u3002\u4ED6\u4F4F\u5728\u7231\u5C14\u5170\u90FD\u67CF\u6797\uFF0C\u4E4B\u524D\u5728 Parse.ly \u62C5\u4EFB\u673A\u5668\u5B66\u4E60\u5DE5\u7A0B\u5E08\uFF0C\u5728\u6B64\u4E4B\u524D\uFF0C\u4ED6\u5728Trinity College Dublin\u62C5\u4EFB\u535A\u58EB\u540E\u7814\u7A76\u5458\u3002\u4ED6\u4E0D\u76F8\u4FE1\u6211\u4EEC\u4F1A\u901A\u8FC7\u6269\u5C55\u73B0\u6709\u67B6\u6784\u6765\u5B9E\u73B0 AGI\uFF0C\u4F46\u65E0\u8BBA\u5982\u4F55\u90FD\u5BF9\u673A\u5668\u4EBA\u5145\u6EE1\u5E0C\u671B\u3002"),Ge=p(),x=s("p"),oe=s("strong"),bt=l("Lysandre Debut"),Ft=l(" \u662F Hugging Face \u7684\u673A\u5668\u5B66\u4E60\u5DE5\u7A0B\u5E08\uFF0C\u4ECE\u65E9\u671F\u7684\u5F00\u53D1\u9636\u6BB5\u5C31\u4E00\u76F4\u81F4\u529B\u4E8E \u{1F917} Transformers \u5E93\u3002\u4ED6\u7684\u76EE\u6807\u662F\u901A\u8FC7\u4F7F\u7528\u975E\u5E38\u7B80\u5355\u7684 API \u5F00\u53D1\u5DE5\u5177\uFF0C\u8BA9\u6BCF\u4E2A\u4EBA\u90FD\u53EF\u4EE5\u4F7F\u7528 NLP\u3002"),ke=p(),w=s("p"),ie=s("strong"),At=l("Sylvain Gugger"),It=l(" \u662F Hugging Face \u7684\u4E00\u540D\u7814\u7A76\u5DE5\u7A0B\u5E08\uFF0C\u4E5F\u662F \u{1F917}Transformers\u5E93\u7684\u6838\u5FC3\u7EF4\u62A4\u8005\u4E4B\u4E00\u3002\u6B64\u524D\uFF0C\u4ED6\u662F fast.ai \u7684\u4E00\u540D\u7814\u7A76\u79D1\u5B66\u5BB6\uFF0C\u4ED6\u4E0EJeremy Howard \u5171\u540C\u7F16\u5199\u4E86"),z=s("a"),dt=l("Deep Learning for Coders with fastai and Py Torch"),St=l("\u3002\u4ED6\u7684\u4E3B\u8981\u7814\u7A76\u91CD\u70B9\u662F\u901A\u8FC7\u8BBE\u8BA1\u548C\u6539\u8FDB\u5141\u8BB8\u6A21\u578B\u5728\u6709\u9650\u8D44\u6E90\u4E0A\u5FEB\u901F\u8BAD\u7EC3\u7684\u6280\u672F\uFF0C\u4F7F\u6DF1\u5EA6\u5B66\u4E60\u66F4\u5BB9\u6613\u666E\u53CA\u3002"),Oe=p(),B=s("p"),fe=s("strong"),$t=l("Merve Noyan"),Dt=l(" \u662F Hugging Face \u7684\u5F00\u53D1\u8005\u5021\u5BFC\u8005\uFF0C\u81F4\u529B\u4E8E\u5F00\u53D1\u5DE5\u5177\u5E76\u56F4\u7ED5\u5B83\u4EEC\u6784\u5EFA\u5185\u5BB9\uFF0C\u4EE5\u4F7F\u6BCF\u4E2A\u4EBA\u7684\u673A\u5668\u5B66\u4E60\u5E73\u6C11\u5316\u3002"),Re=p(),q=s("p"),ne=s("strong"),Gt=l("Lucile Saulnier"),kt=l(" \u662F Hugging Face \u7684\u673A\u5668\u5B66\u4E60\u5DE5\u7A0B\u5E08\uFF0C\u8D1F\u8D23\u5F00\u53D1\u548C\u652F\u6301\u5F00\u6E90\u5DE5\u5177\u7684\u4F7F\u7528\u3002\u5979\u8FD8\u79EF\u6781\u53C2\u4E0E\u4E86\u81EA\u7136\u8BED\u8A00\u5904\u7406\u9886\u57DF\u7684\u8BB8\u591A\u7814\u7A76\u9879\u76EE\uFF0C\u4F8B\u5982\u534F\u4F5C\u8BAD\u7EC3\u548C BigScience\u3002"),Me=p(),L=s("p"),ue=s("strong"),Ot=l("Lewis Tunstall"),Rt=l("  \u662F Hugging Face \u7684\u673A\u5668\u5B66\u4E60\u5DE5\u7A0B\u5E08\uFF0C\u4E13\u6CE8\u4E8E\u5F00\u53D1\u5F00\u6E90\u5DE5\u5177\u5E76\u4F7F\u66F4\u5E7F\u6CDB\u7684\u793E\u533A\u53EF\u4EE5\u4F7F\u7528\u5B83\u4EEC\u3002\u4ED6\u4E5F\u662F\u5373\u5C06\u51FA\u7248\u7684\u4E00\u672C\u4E66"),U=s("a"),Mt=l("O\u2019Reilly book on Transformers"),Ct=l("\u7684\u4F5C\u8005\u4E4B\u4E00\u3002"),Ce=p(),T=s("p"),pe=s("strong"),xt=l("Leandro von Werra"),zt=l("  \u662F Hugging Face \u5F00\u6E90\u56E2\u961F\u7684\u673A\u5668\u5B66\u4E60\u5DE5\u7A0B\u5E08\uFF0C\u4E5F\u662F\u5373\u5C06\u51FA\u7248\u7684\u4E00\u672C\u4E66"),J=s("a"),Bt=l("O\u2019Reilly book on Transformers"),qt=l("\u7684\u4F5C\u8005\u4E4B\u4E00\u3002\u4ED6\u62E5\u6709\u591A\u5E74\u7684\u884C\u4E1A\u7ECF\u9A8C\uFF0C\u901A\u8FC7\u5728\u6574\u4E2A\u673A\u5668\u5B66\u4E60\u5806\u6808\u4E2D\u5DE5\u4F5C\uFF0C\u5C06 NLP \u9879\u76EE\u6295\u5165\u751F\u4EA7\u3002"),xe=p(),Q=s("p"),Ut=l("\u4F60\u51C6\u5907\u597D\u4E86\u5417\uFF1F\u5728\u672C\u7AE0\u4E2D\uFF0C\u60A8\u5C06\u5B66\u4E60\uFF1A"),ze=p(),g=s("ul"),W=s("li"),Jt=l("\u5982\u4F55\u4F7F\u7528 "),me=s("code"),Wt=l("pipeline()"),Yt=l(" \u51FD\u6570\u89E3\u51B3\u6587\u672C\u751F\u6210\u3001\u5206\u7C7B\u7B49NLP\u4EFB\u52A1"),jt=p(),ce=s("li"),Kt=l("\u5173\u4E8E Transformer \u67B6\u6784"),Vt=p(),_e=s("li"),Qt=l("\u5982\u4F55\u533A\u5206\u7F16\u7801\u5668\u3001\u89E3\u7801\u5668\u548C\u7F16\u7801\u5668-\u89E3\u7801\u5668\u67B6\u6784\u548C\u7528\u4F8B"),this.h()},l(e){const i=Wr('[data-svelte="svelte-1phssyn"]',document.head);v=o(i,"META",{name:!0,content:!0}),i.forEach(t),we=m(e),H=o(e,"H1",{id:!0});var sr=f(H);Ye=a(sr,"\u672C\u7AE0\u7B80\u4ECB"),sr.forEach(t),Le=m(e),Rr(N.$$.fragment,e),Te=m(e),b=o(e,"H2",{id:!0});var or=f(b);je=a(or,"\u6B22\u8FCE\u6765\u5230\u{1F917}\u8BFE\u7A0B"),or.forEach(t),ye=m(e),Rr(F.$$.fragment,e),Pe=m(e),Y=o(e,"P",{});var ir=f(Y);Ke=a(ir,"\u672C\u8BFE\u7A0B\u5C06\u4F7F\u7528 Hugging Face \u751F\u6001\u7CFB\u7EDF\u4E2D\u7684\u5E93\u2014\u2014\u{1F917} Transformers\u3001\u{1F917} Datasets\u3001\u{1F917} Tokenizers \u548C \u{1F917} Accelerate\u2014\u2014\u4EE5\u53CA Hugging Face Hub \u6559\u4F60\u81EA\u7136\u8BED\u8A00\u5904\u7406 (NLP)\u3002\u5B83\u662F\u5B8C\u5168\u514D\u8D39\u7684\uFF0C\u5E76\u4E14\u6CA1\u6709\u5E7F\u544A\u3002"),ir.forEach(t),He=m(e),A=o(e,"H2",{id:!0});var fr=f(A);Ve=a(fr,"\u6709\u4EC0\u4E48\u662F\u503C\u5F97\u671F\u5F85\u7684\uFF1F"),fr.forEach(t),Ne=m(e),j=o(e,"P",{});var nr=f(j);Qe=a(nr,"\u4EE5\u4E0B\u662F\u8BFE\u7A0B\u7684\u7B80\u8981\u6982\u8FF0\uFF1A"),nr.forEach(t),be=m(e),E=o(e,"DIV",{class:!0});var qe=f(E);I=o(qe,"IMG",{class:!0,src:!0,alt:!0}),Xe=m(qe),d=o(qe,"IMG",{class:!0,src:!0,alt:!0}),qe.forEach(t),Fe=m(e),c=o(e,"UL",{});var X=f(c);S=o(X,"LI",{});var Ue=f(S);Ze=a(Ue,"\u7B2C 1 \u7AE0\u5230\u7B2C 4 \u7AE0\u4ECB\u7ECD\u4E86 \u{1F917} Transformers \u5E93\u7684\u4E3B\u8981\u6982\u5FF5\u3002\u5728\u672C\u8BFE\u7A0B\u7684\u8FD9\u4E00\u90E8\u5206\u7ED3\u675F\u65F6\uFF0C\u60A8\u5C06\u719F\u6089 Transformer \u6A21\u578B\u7684\u5DE5\u4F5C\u539F\u7406\uFF0C\u5E76\u5C06\u4E86\u89E3\u5982\u4F55\u4F7F\u7528 "),$=o(Ue,"A",{href:!0,rel:!0});var ur=f($);et=a(ur,"Hugging Face Hub"),ur.forEach(t),tt=a(Ue," \u4E2D\u7684\u6A21\u578B\uFF0C\u5728\u6570\u636E\u96C6\u4E0A\u5BF9\u5176\u8FDB\u884C\u5FAE\u8C03\uFF0C\u5E76\u5728 Hub \u4E0A\u5206\u4EAB\u60A8\u7684\u7ED3\u679C\u3002"),Ue.forEach(t),rt=m(X),re=o(X,"LI",{});var pr=f(re);lt=a(pr,"\u7B2C 5 \u7AE0\u5230\u7B2C 8 \u7AE0\u5728\u6DF1\u5165\u7814\u7A76\u7ECF\u5178 NLP \u4EFB\u52A1\u4E4B\u524D\uFF0C\u6559\u6388 \u{1F917} Datasets\u548C \u{1F917} Tokenizers\u7684\u57FA\u7840\u77E5\u8BC6\u3002\u5728\u672C\u90E8\u5206\u7ED3\u675F\u65F6\uFF0C\u60A8\u5C06\u80FD\u591F\u81EA\u5DF1\u89E3\u51B3\u6700\u5E38\u89C1\u7684 NLP \u95EE\u9898\u3002"),pr.forEach(t),at=m(X),le=o(X,"LI",{});var mr=f(le);st=a(mr,"\u7B2C 9 \u7AE0\u5230\u7B2C 12 \u7AE0\u66F4\u52A0\u6DF1\u5165\uFF0C\u63A2\u8BA8\u4E86\u5982\u4F55\u4F7F\u7528 Transformer \u6A21\u578B\u5904\u7406\u8BED\u97F3\u5904\u7406\u548C\u8BA1\u7B97\u673A\u89C6\u89C9\u4E2D\u7684\u4EFB\u52A1\u3002\u5728\u6B64\u8FC7\u7A0B\u4E2D\uFF0C\u60A8\u5C06\u5B66\u4E60\u5982\u4F55\u6784\u5EFA\u548C\u5206\u4EAB\u6A21\u578B\uFF0C\u5E76\u9488\u5BF9\u751F\u4EA7\u73AF\u5883\u5BF9\u5176\u8FDB\u884C\u4F18\u5316\u3002\u5728\u8FD9\u90E8\u5206\u7ED3\u675F\u65F6\uFF0C\u60A8\u5C06\u51C6\u5907\u597D\u5C06\u{1F917} Transformers \u5E94\u7528\u4E8E\uFF08\u51E0\u4E4E\uFF09\u4EFB\u4F55\u673A\u5668\u5B66\u4E60\u95EE\u9898\uFF01"),mr.forEach(t),X.forEach(t),Ae=m(e),K=o(e,"P",{});var cr=f(K);ot=a(cr,"\u8FD9\u4E2A\u8BFE\u7A0B\uFF1A"),cr.forEach(t),Ie=m(e),_=o(e,"UL",{});var Z=f(_);ae=o(Z,"LI",{});var _r=f(ae);it=a(_r,"\u9700\u8981\u826F\u597D\u7684 Python \u77E5\u8BC6"),_r.forEach(t),ft=m(Z),y=o(Z,"LI",{});var ge=f(y);nt=a(ge,"\u6700\u597D\u5148\u5B66\u4E60\u6DF1\u5EA6\u5B66\u4E60\u5165\u95E8\u8BFE\u7A0B\uFF0C\u4F8B\u5982"),D=o(ge,"A",{href:!0,rel:!0});var gr=f(D);ut=a(gr,"DeepLearning.AI"),gr.forEach(t),pt=a(ge," \u63D0\u4F9B\u7684 "),G=o(ge,"A",{href:!0,rel:!0});var vr=f(G);mt=a(vr,"fast.ai\u5B9E\u7528\u6DF1\u5EA6\u5B66\u4E60\u6559\u7A0B"),vr.forEach(t),ge.forEach(t),ct=m(Z),h=o(Z,"LI",{});var ee=f(h);_t=a(ee,"\u4E0D\u9700\u8981\u4E8B\u5148\u5177\u5907 "),k=o(ee,"A",{href:!0,rel:!0});var Er=f(k);gt=a(Er,"PyTorch"),Er.forEach(t),vt=a(ee," \u6216 "),O=o(ee,"A",{href:!0,rel:!0});var hr=f(O);Et=a(hr,"TensorFlow"),hr.forEach(t),ht=a(ee," \u77E5\u8BC6\uFF0C\u867D\u7136\u719F\u6089\u5176\u4E2D\u4EFB\u4F55\u4E00\u4E2A\u90FD\u4F1A\u5BF9huggingface\u7684\u5B66\u4E60\u6709\u6240\u5E2E\u52A9"),ee.forEach(t),Z.forEach(t),de=m(e),P=o(e,"P",{});var Je=f(P);wt=a(Je,"\u5B8C\u6210\u672C\u8BFE\u7A0B\u540E\uFF0C\u6211\u4EEC\u5EFA\u8BAE\u60A8\u67E5\u770B "),R=o(Je,"A",{href:!0,rel:!0});var wr=f(R);Lt=a(wr,"DeepLearning.AI\u7684\u81EA\u7136\u8BED\u8A00\u5904\u7406\u7CFB\u5217\u8BFE\u7A0B"),wr.forEach(t),Tt=a(Je,"\uFF0C\u5176\u4E2D\u6DB5\u76D6\u4E86\u5E7F\u6CDB\u7684\u4F20\u7EDF NLP \u6A21\u578B\uFF0C\u5982\u6734\u7D20\u8D1D\u53F6\u65AF\u548C LSTM\uFF0C\u8FD9\u4E9B\u6A21\u578B\u975E\u5E38\u503C\u5F97\u4E86\u89E3\uFF01"),Je.forEach(t),Se=m(e),M=o(e,"H2",{id:!0});var Lr=f(M);yt=a(Lr,"\u6211\u4EEC\u662F\u8C01\uFF1F"),Lr.forEach(t),$e=m(e),V=o(e,"P",{});var Tr=f(V);Pt=a(Tr,"\u5173\u4E8E\u4F5C\u8005\uFF1A"),Tr.forEach(t),De=m(e),C=o(e,"P",{});var Xt=f(C);se=o(Xt,"STRONG",{});var yr=f(se);Ht=a(yr,"Matthew Carrigan"),yr.forEach(t),Nt=a(Xt," \u662F Hugging Face \u7684\u673A\u5668\u5B66\u4E60\u5DE5\u7A0B\u5E08\u3002\u4ED6\u4F4F\u5728\u7231\u5C14\u5170\u90FD\u67CF\u6797\uFF0C\u4E4B\u524D\u5728 Parse.ly \u62C5\u4EFB\u673A\u5668\u5B66\u4E60\u5DE5\u7A0B\u5E08\uFF0C\u5728\u6B64\u4E4B\u524D\uFF0C\u4ED6\u5728Trinity College Dublin\u62C5\u4EFB\u535A\u58EB\u540E\u7814\u7A76\u5458\u3002\u4ED6\u4E0D\u76F8\u4FE1\u6211\u4EEC\u4F1A\u901A\u8FC7\u6269\u5C55\u73B0\u6709\u67B6\u6784\u6765\u5B9E\u73B0 AGI\uFF0C\u4F46\u65E0\u8BBA\u5982\u4F55\u90FD\u5BF9\u673A\u5668\u4EBA\u5145\u6EE1\u5E0C\u671B\u3002"),Xt.forEach(t),Ge=m(e),x=o(e,"P",{});var Zt=f(x);oe=o(Zt,"STRONG",{});var Pr=f(oe);bt=a(Pr,"Lysandre Debut"),Pr.forEach(t),Ft=a(Zt," \u662F Hugging Face \u7684\u673A\u5668\u5B66\u4E60\u5DE5\u7A0B\u5E08\uFF0C\u4ECE\u65E9\u671F\u7684\u5F00\u53D1\u9636\u6BB5\u5C31\u4E00\u76F4\u81F4\u529B\u4E8E \u{1F917} Transformers \u5E93\u3002\u4ED6\u7684\u76EE\u6807\u662F\u901A\u8FC7\u4F7F\u7528\u975E\u5E38\u7B80\u5355\u7684 API \u5F00\u53D1\u5DE5\u5177\uFF0C\u8BA9\u6BCF\u4E2A\u4EBA\u90FD\u53EF\u4EE5\u4F7F\u7528 NLP\u3002"),Zt.forEach(t),ke=m(e),w=o(e,"P",{});var ve=f(w);ie=o(ve,"STRONG",{});var Hr=f(ie);At=a(Hr,"Sylvain Gugger"),Hr.forEach(t),It=a(ve," \u662F Hugging Face \u7684\u4E00\u540D\u7814\u7A76\u5DE5\u7A0B\u5E08\uFF0C\u4E5F\u662F \u{1F917}Transformers\u5E93\u7684\u6838\u5FC3\u7EF4\u62A4\u8005\u4E4B\u4E00\u3002\u6B64\u524D\uFF0C\u4ED6\u662F fast.ai \u7684\u4E00\u540D\u7814\u7A76\u79D1\u5B66\u5BB6\uFF0C\u4ED6\u4E0EJeremy Howard \u5171\u540C\u7F16\u5199\u4E86"),z=o(ve,"A",{href:!0,rel:!0});var Nr=f(z);dt=a(Nr,"Deep Learning for Coders with fastai and Py Torch"),Nr.forEach(t),St=a(ve,"\u3002\u4ED6\u7684\u4E3B\u8981\u7814\u7A76\u91CD\u70B9\u662F\u901A\u8FC7\u8BBE\u8BA1\u548C\u6539\u8FDB\u5141\u8BB8\u6A21\u578B\u5728\u6709\u9650\u8D44\u6E90\u4E0A\u5FEB\u901F\u8BAD\u7EC3\u7684\u6280\u672F\uFF0C\u4F7F\u6DF1\u5EA6\u5B66\u4E60\u66F4\u5BB9\u6613\u666E\u53CA\u3002"),ve.forEach(t),Oe=m(e),B=o(e,"P",{});var er=f(B);fe=o(er,"STRONG",{});var br=f(fe);$t=a(br,"Merve Noyan"),br.forEach(t),Dt=a(er," \u662F Hugging Face \u7684\u5F00\u53D1\u8005\u5021\u5BFC\u8005\uFF0C\u81F4\u529B\u4E8E\u5F00\u53D1\u5DE5\u5177\u5E76\u56F4\u7ED5\u5B83\u4EEC\u6784\u5EFA\u5185\u5BB9\uFF0C\u4EE5\u4F7F\u6BCF\u4E2A\u4EBA\u7684\u673A\u5668\u5B66\u4E60\u5E73\u6C11\u5316\u3002"),er.forEach(t),Re=m(e),q=o(e,"P",{});var tr=f(q);ne=o(tr,"STRONG",{});var Fr=f(ne);Gt=a(Fr,"Lucile Saulnier"),Fr.forEach(t),kt=a(tr," \u662F Hugging Face \u7684\u673A\u5668\u5B66\u4E60\u5DE5\u7A0B\u5E08\uFF0C\u8D1F\u8D23\u5F00\u53D1\u548C\u652F\u6301\u5F00\u6E90\u5DE5\u5177\u7684\u4F7F\u7528\u3002\u5979\u8FD8\u79EF\u6781\u53C2\u4E0E\u4E86\u81EA\u7136\u8BED\u8A00\u5904\u7406\u9886\u57DF\u7684\u8BB8\u591A\u7814\u7A76\u9879\u76EE\uFF0C\u4F8B\u5982\u534F\u4F5C\u8BAD\u7EC3\u548C BigScience\u3002"),tr.forEach(t),Me=m(e),L=o(e,"P",{});var Ee=f(L);ue=o(Ee,"STRONG",{});var Ar=f(ue);Ot=a(Ar,"Lewis Tunstall"),Ar.forEach(t),Rt=a(Ee,"  \u662F Hugging Face \u7684\u673A\u5668\u5B66\u4E60\u5DE5\u7A0B\u5E08\uFF0C\u4E13\u6CE8\u4E8E\u5F00\u53D1\u5F00\u6E90\u5DE5\u5177\u5E76\u4F7F\u66F4\u5E7F\u6CDB\u7684\u793E\u533A\u53EF\u4EE5\u4F7F\u7528\u5B83\u4EEC\u3002\u4ED6\u4E5F\u662F\u5373\u5C06\u51FA\u7248\u7684\u4E00\u672C\u4E66"),U=o(Ee,"A",{href:!0,rel:!0});var Ir=f(U);Mt=a(Ir,"O\u2019Reilly book on Transformers"),Ir.forEach(t),Ct=a(Ee,"\u7684\u4F5C\u8005\u4E4B\u4E00\u3002"),Ee.forEach(t),Ce=m(e),T=o(e,"P",{});var he=f(T);pe=o(he,"STRONG",{});var dr=f(pe);xt=a(dr,"Leandro von Werra"),dr.forEach(t),zt=a(he,"  \u662F Hugging Face \u5F00\u6E90\u56E2\u961F\u7684\u673A\u5668\u5B66\u4E60\u5DE5\u7A0B\u5E08\uFF0C\u4E5F\u662F\u5373\u5C06\u51FA\u7248\u7684\u4E00\u672C\u4E66"),J=o(he,"A",{href:!0,rel:!0});var Sr=f(J);Bt=a(Sr,"O\u2019Reilly book on Transformers"),Sr.forEach(t),qt=a(he,"\u7684\u4F5C\u8005\u4E4B\u4E00\u3002\u4ED6\u62E5\u6709\u591A\u5E74\u7684\u884C\u4E1A\u7ECF\u9A8C\uFF0C\u901A\u8FC7\u5728\u6574\u4E2A\u673A\u5668\u5B66\u4E60\u5806\u6808\u4E2D\u5DE5\u4F5C\uFF0C\u5C06 NLP \u9879\u76EE\u6295\u5165\u751F\u4EA7\u3002"),he.forEach(t),xe=m(e),Q=o(e,"P",{});var $r=f(Q);Ut=a($r,"\u4F60\u51C6\u5907\u597D\u4E86\u5417\uFF1F\u5728\u672C\u7AE0\u4E2D\uFF0C\u60A8\u5C06\u5B66\u4E60\uFF1A"),$r.forEach(t),ze=m(e),g=o(e,"UL",{});var te=f(g);W=o(te,"LI",{});var We=f(W);Jt=a(We,"\u5982\u4F55\u4F7F\u7528 "),me=o(We,"CODE",{});var Dr=f(me);Wt=a(Dr,"pipeline()"),Dr.forEach(t),Yt=a(We," \u51FD\u6570\u89E3\u51B3\u6587\u672C\u751F\u6210\u3001\u5206\u7C7B\u7B49NLP\u4EFB\u52A1"),We.forEach(t),jt=m(te),ce=o(te,"LI",{});var Gr=f(ce);Kt=a(Gr,"\u5173\u4E8E Transformer \u67B6\u6784"),Gr.forEach(t),Vt=m(te),_e=o(te,"LI",{});var kr=f(_e);Qt=a(kr,"\u5982\u4F55\u533A\u5206\u7F16\u7801\u5668\u3001\u89E3\u7801\u5668\u548C\u7F16\u7801\u5668-\u89E3\u7801\u5668\u67B6\u6784\u548C\u7528\u4F8B"),kr.forEach(t),te.forEach(t),this.h()},h(){u(v,"name","hf:doc:metadata"),u(v,"content",JSON.stringify(Xr)),u(H,"id",""),u(b,"id",""),u(A,"id",""),u(I,"class","block dark:hidden"),Mr(I.src,lr="https://huggingface.co/datasets/huggingface-course/documentation-images/resolve/main/en/chapter1/summary.svg")||u(I,"src",lr),u(I,"alt","Brief overview of the chapters of the course."),u(d,"class","hidden dark:block"),Mr(d.src,ar="https://huggingface.co/datasets/huggingface-course/documentation-images/resolve/main/en/chapter1/summary-dark.svg")||u(d,"src",ar),u(d,"alt","Brief overview of the chapters of the course."),u(E,"class","flex justify-center"),u($,"href","https://huggingface.co/models"),u($,"rel","nofollow"),u(D,"href","https://www.deeplearning.ai/"),u(D,"rel","nofollow"),u(G,"href","https://course.fast.ai/"),u(G,"rel","nofollow"),u(k,"href","https://pytorch.org/"),u(k,"rel","nofollow"),u(O,"href","https://www.tensorflow.org/"),u(O,"rel","nofollow"),u(R,"href","https://www.coursera.org/specializations/natural-language-processing?utm_source=deeplearning-ai&utm_medium=institutions&utm_campaign=20211011-nlp-2-hugging_face-page-nlp-refresh"),u(R,"rel","nofollow"),u(M,"id",""),u(z,"href","https://learning.oreilly.com/library/view/deep-learning-for/9781492045519/"),u(z,"rel","nofollow"),u(U,"href","https://www.oreilly.com/library/view/natural-language-processing/9781098136789/"),u(U,"rel","nofollow"),u(J,"href","https://www.oreilly.com/library/view/natural-language-processing/9781098136789/"),u(J,"rel","nofollow")},m(e,i){r(document.head,v),n(e,we,i),n(e,H,i),r(H,Ye),n(e,Le,i),Cr(N,e,i),n(e,Te,i),n(e,b,i),r(b,je),n(e,ye,i),Cr(F,e,i),n(e,Pe,i),n(e,Y,i),r(Y,Ke),n(e,He,i),n(e,A,i),r(A,Ve),n(e,Ne,i),n(e,j,i),r(j,Qe),n(e,be,i),n(e,E,i),r(E,I),r(E,Xe),r(E,d),n(e,Fe,i),n(e,c,i),r(c,S),r(S,Ze),r(S,$),r($,et),r(S,tt),r(c,rt),r(c,re),r(re,lt),r(c,at),r(c,le),r(le,st),n(e,Ae,i),n(e,K,i),r(K,ot),n(e,Ie,i),n(e,_,i),r(_,ae),r(ae,it),r(_,ft),r(_,y),r(y,nt),r(y,D),r(D,ut),r(y,pt),r(y,G),r(G,mt),r(_,ct),r(_,h),r(h,_t),r(h,k),r(k,gt),r(h,vt),r(h,O),r(O,Et),r(h,ht),n(e,de,i),n(e,P,i),r(P,wt),r(P,R),r(R,Lt),r(P,Tt),n(e,Se,i),n(e,M,i),r(M,yt),n(e,$e,i),n(e,V,i),r(V,Pt),n(e,De,i),n(e,C,i),r(C,se),r(se,Ht),r(C,Nt),n(e,Ge,i),n(e,x,i),r(x,oe),r(oe,bt),r(x,Ft),n(e,ke,i),n(e,w,i),r(w,ie),r(ie,At),r(w,It),r(w,z),r(z,dt),r(w,St),n(e,Oe,i),n(e,B,i),r(B,fe),r(fe,$t),r(B,Dt),n(e,Re,i),n(e,q,i),r(q,ne),r(ne,Gt),r(q,kt),n(e,Me,i),n(e,L,i),r(L,ue),r(ue,Ot),r(L,Rt),r(L,U),r(U,Mt),r(L,Ct),n(e,Ce,i),n(e,T,i),r(T,pe),r(pe,xt),r(T,zt),r(T,J),r(J,Bt),r(T,qt),n(e,xe,i),n(e,Q,i),r(Q,Ut),n(e,ze,i),n(e,g,i),r(g,W),r(W,Jt),r(W,me),r(me,Wt),r(W,Yt),r(g,jt),r(g,ce),r(ce,Kt),r(g,Vt),r(g,_e),r(_e,Qt),Be=!0},p:Yr,i(e){Be||(xr(N.$$.fragment,e),xr(F.$$.fragment,e),Be=!0)},o(e){zr(N.$$.fragment,e),zr(F.$$.fragment,e),Be=!1},d(e){t(v),e&&t(we),e&&t(H),e&&t(Le),Br(N,e),e&&t(Te),e&&t(b),e&&t(ye),Br(F,e),e&&t(Pe),e&&t(Y),e&&t(He),e&&t(A),e&&t(Ne),e&&t(j),e&&t(be),e&&t(E),e&&t(Fe),e&&t(c),e&&t(Ae),e&&t(K),e&&t(Ie),e&&t(_),e&&t(de),e&&t(P),e&&t(Se),e&&t(M),e&&t($e),e&&t(V),e&&t(De),e&&t(C),e&&t(Ge),e&&t(x),e&&t(ke),e&&t(w),e&&t(Oe),e&&t(B),e&&t(Re),e&&t(q),e&&t(Me),e&&t(L),e&&t(Ce),e&&t(T),e&&t(xe),e&&t(Q),e&&t(ze),e&&t(g)}}}const Xr={local:"",sections:[{local:"",title:"\u6B22\u8FCE\u6765\u5230\u{1F917}\u8BFE\u7A0B"},{local:"",title:"\u6709\u4EC0\u4E48\u662F\u503C\u5F97\u671F\u5F85\u7684\uFF1F"},{local:"",title:"\u6211\u4EEC\u662F\u8C01\uFF1F"}],title:"\u672C\u7AE0\u7B80\u4ECB"};function Zr(rr){return jr(()=>{new URLSearchParams(window.location.search).get("fw")}),[]}class al extends qr{constructor(v){super();Ur(this,v,Zr,Qr,Jr,{})}}export{al as default,Xr as metadata};
