import{S as Cr,i as Yr,s as Pr,e as t,k as c,w as f,t as r,M as Sr,c as n,d as l,m as h,a as p,x as u,h as i,b as m,N as qr,G as e,g as o,y as j,q as y,o as M,B as J,v as Hr}from"../chunks/vendor-hf-doc-builder.js";import{T as Xr}from"../chunks/Tip-hf-doc-builder.js";import{I as E}from"../chunks/IconCopyLink-hf-doc-builder.js";import{C as w}from"../chunks/CodeBlock-hf-doc-builder.js";function zr(tl){let d,b,v,x,B;return{c(){d=t("p"),b=r("\uC9C0\uC6D0\uD558\uB294 \uBAA8\uB4E0 \uD0DC\uC2A4\uD06C\uC640 \uC4F8 \uC218 \uC788\uB294 \uB9E4\uAC1C\uBCC0\uC218\uB97C \uB2F4\uC740 \uBAA9\uB85D\uC740 "),v=t("code"),x=r("pipeline()"),B=r(" \uC124\uBA85\uC11C\uB97C \uCC38\uACE0\uD574\uC8FC\uC138\uC694.")},l(g){d=n(g,"P",{});var $=p(d);b=i($,"\uC9C0\uC6D0\uD558\uB294 \uBAA8\uB4E0 \uD0DC\uC2A4\uD06C\uC640 \uC4F8 \uC218 \uC788\uB294 \uB9E4\uAC1C\uBCC0\uC218\uB97C \uB2F4\uC740 \uBAA9\uB85D\uC740 "),v=n($,"CODE",{});var H=p(v);x=i(H,"pipeline()"),H.forEach(l),B=i($," \uC124\uBA85\uC11C\uB97C \uCC38\uACE0\uD574\uC8FC\uC138\uC694."),$.forEach(l)},m(g,$){o(g,d,$),e(d,b),e(d,v),e(v,x),e(d,B)},d(g){g&&l(d)}}}function Fr(tl){let d;return{c(){d=r("\uCD94\uB860 \uC5D4\uC9C4\uC744 \uB9CC\uB4DC\uB294 \uACFC\uC815\uC740 \uB530\uB85C \uD398\uC774\uC9C0\uB97C \uC791\uC131\uD560\uB9CC\uD55C \uBCF5\uC7A1\uD55C \uC8FC\uC81C\uC785\uB2C8\uB2E4.")},l(b){d=i(b,"\uCD94\uB860 \uC5D4\uC9C4\uC744 \uB9CC\uB4DC\uB294 \uACFC\uC815\uC740 \uB530\uB85C \uD398\uC774\uC9C0\uB97C \uC791\uC131\uD560\uB9CC\uD55C \uBCF5\uC7A1\uD55C \uC8FC\uC81C\uC785\uB2C8\uB2E4.")},m(b,v){o(b,d,v)},d(b){b&&l(d)}}}function Qr(tl){let d,b,v,x,B,g,$,H,Da,ve,U,Zl,La,Oa,js,Ka,st,Il,lt,et,be,_,ys,at,Gl,tt,nt,pt,kl,rt,it,Ms,ot,Wl,ct,ht,we,z,ge,N,F,Bl,Js,mt,Nl,ft,xe,T,ut,Al,jt,yt,Rl,Mt,Jt,Vl,dt,vt,Te,nl,ds,bt,Xl,wt,gt,Ue,vs,Ee,bs,ws,xt,Cl,Tt,Ut,$e,gs,_e,Z,Et,xs,$t,_t,Ts,Zt,It,Ze,Us,Ie,Q,Gt,pl,kt,Wt,Ge,rl,Bt,ke,Es,We,il,Nt,Be,ol,cl,At,Ne,hl,ml,Rt,Ae,A,D,Yl,$s,Vt,Pl,Xt,Re,_s,Sl,Ct,Yt,Ve,Zs,Xe,fl,Pt,Ce,R,L,ql,Is,St,Hl,qt,Ye,Gs,zl,Ht,zt,Pe,ks,Se,I,Ft,Fl,Qt,Dt,Ws,Lt,Ot,qe,Bs,He,V,O,Ql,Ns,Kt,Dl,sn,ze,K,ln,As,en,an,Fe,ul,tn,Qe,Rs,De,jl,nn,Le,ss,pn,yl,Ll,rn,on,Oe,X,ls,Ol,Vs,cn,Kl,hn,Ke,G,mn,se,fn,un,le,jn,yn,sa,Xs,la,Ml,Mn,ea,k,Jn,ee,dn,vn,ae,bn,wn,aa,es,gn,Cs,xn,Tn,ta,C,as,te,Ys,Un,ne,En,na,Jl,$n,pa,Ps,ra,W,_n,pe,Zn,In,Ss,Gn,kn,ia,ts,Wn,re,Bn,Nn,oa,ns,An,qs,Rn,Vn,ca,Hs,ha,Y,ps,ie,zs,Xn,oe,Cn,ma,rs,fa,dl,vl,Yn,ua,P,is,ce,Fs,Pn,he,Sn,ja,os,qn,me,Hn,zn,ya,bl,Fn,Ma,wl,gl,cp,Ja,Qs,da,S,cs,fe,Ds,Qn,ue,Dn,va,hs,Ln,je,On,Kn,ba,Ls,wa,q,ms,ye,Os,sp,Me,lp,ga,Ks,Je,ep,ap,xa,fs,tp,sl,np,pp,Ta,ll,Ua;return g=new E({}),z=new Xr({props:{$$slots:{default:[zr]},$$scope:{ctx:tl}}}),Js=new E({}),vs=new w({props:{code:"ZnJvbSUyMHRyYW5zZm9ybWVycyUyMGltcG9ydCUyMHBpcGVsaW5lJTBBJTBBZ2VuZXJhdG9yJTIwJTNEJTIwcGlwZWxpbmUodGFzayUzRCUyMmF1dG9tYXRpYy1zcGVlY2gtcmVjb2duaXRpb24lMjIp",highlighted:`<span class="hljs-meta">&gt;&gt;&gt; </span><span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> pipeline

<span class="hljs-meta">&gt;&gt;&gt; </span>generator = pipeline(task=<span class="hljs-string">&quot;automatic-speech-recognition&quot;</span>)`}}),gs=new w({props:{code:"Z2VuZXJhdG9yKCUyMmh0dHBzJTNBJTJGJTJGaHVnZ2luZ2ZhY2UuY28lMkZkYXRhc2V0cyUyRk5hcnNpbCUyRmFzcl9kdW1teSUyRnJlc29sdmUlMkZtYWluJTJGbWxrLmZsYWMlMjIp",highlighted:`<span class="hljs-meta">&gt;&gt;&gt; </span>generator(<span class="hljs-string">&quot;https://huggingface.co/datasets/Narsil/asr_dummy/resolve/main/mlk.flac&quot;</span>)
{<span class="hljs-string">&#x27;text&#x27;</span>: <span class="hljs-string">&#x27;I HAVE A DREAM BUT ONE DAY THIS NATION WILL RISE UP LIVE UP THE TRUE MEANING OF ITS TREES&#x27;</span>}`}}),Us=new w({props:{code:"Z2VuZXJhdG9yJTIwJTNEJTIwcGlwZWxpbmUobW9kZWwlM0QlMjJvcGVuYWklMkZ3aGlzcGVyLWxhcmdlJTIyKSUwQWdlbmVyYXRvciglMjJodHRwcyUzQSUyRiUyRmh1Z2dpbmdmYWNlLmNvJTJGZGF0YXNldHMlMkZOYXJzaWwlMkZhc3JfZHVtbXklMkZyZXNvbHZlJTJGbWFpbiUyRm1say5mbGFjJTIyKQ==",highlighted:`<span class="hljs-meta">&gt;&gt;&gt; </span>generator = pipeline(model=<span class="hljs-string">&quot;openai/whisper-large&quot;</span>)
<span class="hljs-meta">&gt;&gt;&gt; </span>generator(<span class="hljs-string">&quot;https://huggingface.co/datasets/Narsil/asr_dummy/resolve/main/mlk.flac&quot;</span>)
{<span class="hljs-string">&#x27;text&#x27;</span>: <span class="hljs-string">&#x27; I have a dream that one day this nation will rise up and live out the true meaning of its creed.&#x27;</span>}`}}),Es=new w({props:{code:"Z2VuZXJhdG9yKCUwQSUyMCUyMCUyMCUyMCU1QiUwQSUyMCUyMCUyMCUyMCUyMCUyMCUyMCUyMCUyMmh0dHBzJTNBJTJGJTJGaHVnZ2luZ2ZhY2UuY28lMkZkYXRhc2V0cyUyRk5hcnNpbCUyRmFzcl9kdW1teSUyRnJlc29sdmUlMkZtYWluJTJGbWxrLmZsYWMlMjIlMkMlMEElMjAlMjAlMjAlMjAlMjAlMjAlMjAlMjAlMjJodHRwcyUzQSUyRiUyRmh1Z2dpbmdmYWNlLmNvJTJGZGF0YXNldHMlMkZOYXJzaWwlMkZhc3JfZHVtbXklMkZyZXNvbHZlJTJGbWFpbiUyRjEuZmxhYyUyMiUyQyUwQSUyMCUyMCUyMCUyMCU1RCUwQSk=",highlighted:`generator(
    [
        <span class="hljs-string">&quot;https://huggingface.co/datasets/Narsil/asr_dummy/resolve/main/mlk.flac&quot;</span>,
        <span class="hljs-string">&quot;https://huggingface.co/datasets/Narsil/asr_dummy/resolve/main/1.flac&quot;</span>,
    ]
)`}}),$s=new E({}),Zs=new w({props:{code:"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",highlighted:'generator(model=<span class="hljs-string">&quot;openai/whisper-large&quot;</span>, my_parameter=<span class="hljs-number">1</span>)\nout = generate(...)  <span class="hljs-comment"># This will use `my_parameter=1`.</span>\nout = generate(..., my_parameter=<span class="hljs-number">2</span>)  <span class="hljs-comment"># This will override and use `my_parameter=2`.</span>\nout = generate(...)  <span class="hljs-comment"># This will go back to using `my_parameter=1`.</span>'}}),Is=new E({}),ks=new w({props:{code:"Z2VuZXJhdG9yKG1vZGVsJTNEJTIyb3BlbmFpJTJGd2hpc3Blci1sYXJnZSUyMiUyQyUyMGRldmljZSUzRDAp",highlighted:'generator(model=<span class="hljs-string">&quot;openai/whisper-large&quot;</span>, device=<span class="hljs-number">0</span>)'}}),Bs=new w({props:{code:"JTIzIXBpcCUyMGluc3RhbGwlMjBhY2NlbGVyYXRlJTBBZ2VuZXJhdG9yKG1vZGVsJTNEJTIyb3BlbmFpJTJGd2hpc3Blci1sYXJnZSUyMiUyQyUyMGRldmljZV9tYXAlM0QlMjJhdXRvJTIyKQ==",highlighted:`<span class="hljs-comment">#!pip install accelerate</span>
generator(model=<span class="hljs-string">&quot;openai/whisper-large&quot;</span>, device_map=<span class="hljs-string">&quot;auto&quot;</span>)`}}),Ns=new E({}),Rs=new w({props:{code:"Z2VuZXJhdG9yKG1vZGVsJTNEJTIyb3BlbmFpJTJGd2hpc3Blci1sYXJnZSUyMiUyQyUyMGRldmljZSUzRDAlMkMlMjBiYXRjaF9zaXplJTNEMiklMEFhdWRpb19maWxlbmFtZXMlMjAlM0QlMjAlNUJmJTIyYXVkaW9fJTdCaSU3RC5mbGFjJTIyJTIwZm9yJTIwaSUyMGluJTIwcmFuZ2UoMTApJTVEJTBBdGV4dHMlMjAlM0QlMjBnZW5lcmF0b3IoYXVkaW9fZmlsZW5hbWVzKQ==",highlighted:`generator(model=<span class="hljs-string">&quot;openai/whisper-large&quot;</span>, device=<span class="hljs-number">0</span>, batch_size=<span class="hljs-number">2</span>)
audio_filenames = [<span class="hljs-string">f&quot;audio_<span class="hljs-subst">{i}</span>.flac&quot;</span> <span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> <span class="hljs-built_in">range</span>(<span class="hljs-number">10</span>)]
texts = generator(audio_filenames)`}}),Vs=new E({}),Xs=new w({props:{code:"JTIzJTIwTm90JTIwdXNpbmclMjB3aGlzcGVyJTJDJTIwYXMlMjBpdCUyMGNhbm5vdCUyMHByb3ZpZGUlMjB0aW1lc3RhbXBzLiUwQWdlbmVyYXRvciUyMCUzRCUyMHBpcGVsaW5lKG1vZGVsJTNEJTIyZmFjZWJvb2slMkZ3YXYydmVjMi1sYXJnZS05NjBoLWx2NjAtc2VsZiUyMiUyQyUyMHJldHVybl90aW1lc3RhbXBzJTNEJTIyd29yZCUyMiklMEFnZW5lcmF0b3IoJTIyaHR0cHMlM0ElMkYlMkZodWdnaW5nZmFjZS5jbyUyRmRhdGFzZXRzJTJGTmFyc2lsJTJGYXNyX2R1bW15JTJGcmVzb2x2ZSUyRm1haW4lMkZtbGsuZmxhYyUyMik=",highlighted:`<span class="hljs-meta">&gt;&gt;&gt; </span><span class="hljs-comment"># Not using whisper, as it cannot provide timestamps.</span>
<span class="hljs-meta">&gt;&gt;&gt; </span>generator = pipeline(model=<span class="hljs-string">&quot;facebook/wav2vec2-large-960h-lv60-self&quot;</span>, return_timestamps=<span class="hljs-string">&quot;word&quot;</span>)
<span class="hljs-meta">&gt;&gt;&gt; </span>generator(<span class="hljs-string">&quot;https://huggingface.co/datasets/Narsil/asr_dummy/resolve/main/mlk.flac&quot;</span>)
{<span class="hljs-string">&#x27;text&#x27;</span>: <span class="hljs-string">&#x27;I HAVE A DREAM BUT ONE DAY THIS NATION WILL RISE UP AND LIVE OUT THE TRUE MEANING OF ITS CREED&#x27;</span>, <span class="hljs-string">&#x27;chunks&#x27;</span>: [{<span class="hljs-string">&#x27;text&#x27;</span>: <span class="hljs-string">&#x27;I&#x27;</span>, <span class="hljs-string">&#x27;timestamp&#x27;</span>: (<span class="hljs-number">1.22</span>, <span class="hljs-number">1.24</span>)}, {<span class="hljs-string">&#x27;text&#x27;</span>: <span class="hljs-string">&#x27;HAVE&#x27;</span>, <span class="hljs-string">&#x27;timestamp&#x27;</span>: (<span class="hljs-number">1.42</span>, <span class="hljs-number">1.58</span>)}, {<span class="hljs-string">&#x27;text&#x27;</span>: <span class="hljs-string">&#x27;A&#x27;</span>, <span class="hljs-string">&#x27;timestamp&#x27;</span>: (<span class="hljs-number">1.66</span>, <span class="hljs-number">1.68</span>)}, {<span class="hljs-string">&#x27;text&#x27;</span>: <span class="hljs-string">&#x27;DREAM&#x27;</span>, <span class="hljs-string">&#x27;timestamp&#x27;</span>: (<span class="hljs-number">1.76</span>, <span class="hljs-number">2.14</span>)}, {<span class="hljs-string">&#x27;text&#x27;</span>: <span class="hljs-string">&#x27;BUT&#x27;</span>, <span class="hljs-string">&#x27;timestamp&#x27;</span>: (<span class="hljs-number">3.68</span>, <span class="hljs-number">3.8</span>)}, {<span class="hljs-string">&#x27;text&#x27;</span>: <span class="hljs-string">&#x27;ONE&#x27;</span>, <span class="hljs-string">&#x27;timestamp&#x27;</span>: (<span class="hljs-number">3.94</span>, <span class="hljs-number">4.06</span>)}, {<span class="hljs-string">&#x27;text&#x27;</span>: <span class="hljs-string">&#x27;DAY&#x27;</span>, <span class="hljs-string">&#x27;timestamp&#x27;</span>: (<span class="hljs-number">4.16</span>, <span class="hljs-number">4.3</span>)}, {<span class="hljs-string">&#x27;text&#x27;</span>: <span class="hljs-string">&#x27;THIS&#x27;</span>, <span class="hljs-string">&#x27;timestamp&#x27;</span>: (<span class="hljs-number">6.36</span>, <span class="hljs-number">6.54</span>)}, {<span class="hljs-string">&#x27;text&#x27;</span>: <span class="hljs-string">&#x27;NATION&#x27;</span>, <span class="hljs-string">&#x27;timestamp&#x27;</span>: (<span class="hljs-number">6.68</span>, <span class="hljs-number">7.1</span>)}, {<span class="hljs-string">&#x27;text&#x27;</span>: <span class="hljs-string">&#x27;WILL&#x27;</span>, <span class="hljs-string">&#x27;timestamp&#x27;</span>: (<span class="hljs-number">7.32</span>, <span class="hljs-number">7.56</span>)}, {<span class="hljs-string">&#x27;text&#x27;</span>: <span class="hljs-string">&#x27;RISE&#x27;</span>, <span class="hljs-string">&#x27;timestamp&#x27;</span>: (<span class="hljs-number">7.8</span>, <span class="hljs-number">8.26</span>)}, {<span class="hljs-string">&#x27;text&#x27;</span>: <span class="hljs-string">&#x27;UP&#x27;</span>, <span class="hljs-string">&#x27;timestamp&#x27;</span>: (<span class="hljs-number">8.38</span>, <span class="hljs-number">8.48</span>)}, {<span class="hljs-string">&#x27;text&#x27;</span>: <span class="hljs-string">&#x27;AND&#x27;</span>, <span class="hljs-string">&#x27;timestamp&#x27;</span>: (<span class="hljs-number">10.08</span>, <span class="hljs-number">10.18</span>)}, {<span class="hljs-string">&#x27;text&#x27;</span>: <span class="hljs-string">&#x27;LIVE&#x27;</span>, <span class="hljs-string">&#x27;timestamp&#x27;</span>: (<span class="hljs-number">10.26</span>, <span class="hljs-number">10.48</span>)}, {<span class="hljs-string">&#x27;text&#x27;</span>: <span class="hljs-string">&#x27;OUT&#x27;</span>, <span class="hljs-string">&#x27;timestamp&#x27;</span>: (<span class="hljs-number">10.58</span>, <span class="hljs-number">10.7</span>)}, {<span class="hljs-string">&#x27;text&#x27;</span>: <span class="hljs-string">&#x27;THE&#x27;</span>, <span class="hljs-string">&#x27;timestamp&#x27;</span>: (<span class="hljs-number">10.82</span>, <span class="hljs-number">10.9</span>)}, {<span class="hljs-string">&#x27;text&#x27;</span>: <span class="hljs-string">&#x27;TRUE&#x27;</span>, <span class="hljs-string">&#x27;timestamp&#x27;</span>: (<span class="hljs-number">10.98</span>, <span class="hljs-number">11.18</span>)}, {<span class="hljs-string">&#x27;text&#x27;</span>: <span class="hljs-string">&#x27;MEANING&#x27;</span>, <span class="hljs-string">&#x27;timestamp&#x27;</span>: (<span class="hljs-number">11.26</span>, <span class="hljs-number">11.58</span>)}, {<span class="hljs-string">&#x27;text&#x27;</span>: <span class="hljs-string">&#x27;OF&#x27;</span>, <span class="hljs-string">&#x27;timestamp&#x27;</span>: (<span class="hljs-number">11.66</span>, <span class="hljs-number">11.7</span>)}, {<span class="hljs-string">&#x27;text&#x27;</span>: <span class="hljs-string">&#x27;ITS&#x27;</span>, <span class="hljs-string">&#x27;timestamp&#x27;</span>: (<span class="hljs-number">11.76</span>, <span class="hljs-number">11.88</span>)}, {<span class="hljs-string">&#x27;text&#x27;</span>: <span class="hljs-string">&#x27;CREED&#x27;</span>, <span class="hljs-string">&#x27;timestamp&#x27;</span>: (<span class="hljs-number">12.0</span>, <span class="hljs-number">12.38</span>)}]}`}}),Ys=new E({}),Ps=new w({props:{code:"ZGVmJTIwZGF0YSgpJTNBJTBBJTIwJTIwJTIwJTIwZm9yJTIwaSUyMGluJTIwcmFuZ2UoMTAwMCklM0ElMEElMjAlMjAlMjAlMjAlMjAlMjAlMjAlMjB5aWVsZCUyMGYlMjJNeSUyMGV4YW1wbGUlMjAlN0JpJTdEJTIyJTBBJTBBJTBBcGlwZSUyMCUzRCUyMHBpcGUobW9kZWwlM0QlMjJncHQyJTIyJTJDJTIwZGV2aWNlJTNEMCklMEFnZW5lcmF0ZWRfY2hhcmFjdGVycyUyMCUzRCUyMDAlMEFmb3IlMjBvdXQlMjBpbiUyMHBpcGUoZGF0YSgpKSUzQSUwQSUyMCUyMCUyMCUyMGdlbmVyYXRlZF9jaGFyYWN0ZXJzJTIwJTJCJTNEJTIwbGVuKG91dCU1QiUyMmdlbmVyYXRlZF90ZXh0JTIyJTVEKQ==",highlighted:`<span class="hljs-keyword">def</span> <span class="hljs-title function_">data</span>():
    <span class="hljs-keyword">for</span> i <span class="hljs-keyword">in</span> <span class="hljs-built_in">range</span>(<span class="hljs-number">1000</span>):
        <span class="hljs-keyword">yield</span> <span class="hljs-string">f&quot;My example <span class="hljs-subst">{i}</span>&quot;</span>


pipe = pipe(model=<span class="hljs-string">&quot;gpt2&quot;</span>, device=<span class="hljs-number">0</span>)
generated_characters = <span class="hljs-number">0</span>
<span class="hljs-keyword">for</span> out <span class="hljs-keyword">in</span> pipe(data()):
    generated_characters += <span class="hljs-built_in">len</span>(out[<span class="hljs-string">&quot;generated_text&quot;</span>])`}}),Hs=new w({props:{code:"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",highlighted:`<span class="hljs-comment"># KeyDataset is a util that will just output the item we&#x27;re interested in.</span>
<span class="hljs-keyword">from</span> transformers.pipelines.pt_utils <span class="hljs-keyword">import</span> KeyDataset

pipe = pipeline(model=<span class="hljs-string">&quot;hf-internal-testing/tiny-random-wav2vec2&quot;</span>, device=<span class="hljs-number">0</span>)
dataset = load_dataset(<span class="hljs-string">&quot;hf-internal-testing/librispeech_asr_dummy&quot;</span>, <span class="hljs-string">&quot;clean&quot;</span>, split=<span class="hljs-string">&quot;validation[:10]&quot;</span>)

<span class="hljs-keyword">for</span> out <span class="hljs-keyword">in</span> pipe(KeyDataset(dataset[<span class="hljs-string">&quot;audio&quot;</span>])):
    <span class="hljs-built_in">print</span>(out)`}}),zs=new E({}),rs=new Xr({props:{$$slots:{default:[Fr]},$$scope:{ctx:tl}}}),Fs=new E({}),Qs=new w({props:{code:"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",highlighted:`<span class="hljs-meta">&gt;&gt;&gt; </span><span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> pipeline

<span class="hljs-meta">&gt;&gt;&gt; </span>vision_classifier = pipeline(model=<span class="hljs-string">&quot;google/vit-base-patch16-224&quot;</span>)
<span class="hljs-meta">&gt;&gt;&gt; </span>preds = vision_classifier(
<span class="hljs-meta">... </span>    images=<span class="hljs-string">&quot;https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/pipeline-cat-chonk.jpeg&quot;</span>
<span class="hljs-meta">... </span>)
<span class="hljs-meta">&gt;&gt;&gt; </span>preds = [{<span class="hljs-string">&quot;score&quot;</span>: <span class="hljs-built_in">round</span>(pred[<span class="hljs-string">&quot;score&quot;</span>], <span class="hljs-number">4</span>), <span class="hljs-string">&quot;label&quot;</span>: pred[<span class="hljs-string">&quot;label&quot;</span>]} <span class="hljs-keyword">for</span> pred <span class="hljs-keyword">in</span> preds]
<span class="hljs-meta">&gt;&gt;&gt; </span>preds
[{<span class="hljs-string">&#x27;score&#x27;</span>: <span class="hljs-number">0.4335</span>, <span class="hljs-string">&#x27;label&#x27;</span>: <span class="hljs-string">&#x27;lynx, catamount&#x27;</span>}, {<span class="hljs-string">&#x27;score&#x27;</span>: <span class="hljs-number">0.0348</span>, <span class="hljs-string">&#x27;label&#x27;</span>: <span class="hljs-string">&#x27;cougar, puma, catamount, mountain lion, painter, panther, Felis concolor&#x27;</span>}, {<span class="hljs-string">&#x27;score&#x27;</span>: <span class="hljs-number">0.0324</span>, <span class="hljs-string">&#x27;label&#x27;</span>: <span class="hljs-string">&#x27;snow leopard, ounce, Panthera uncia&#x27;</span>}, {<span class="hljs-string">&#x27;score&#x27;</span>: <span class="hljs-number">0.0239</span>, <span class="hljs-string">&#x27;label&#x27;</span>: <span class="hljs-string">&#x27;Egyptian cat&#x27;</span>}, {<span class="hljs-string">&#x27;score&#x27;</span>: <span class="hljs-number">0.0229</span>, <span class="hljs-string">&#x27;label&#x27;</span>: <span class="hljs-string">&#x27;tiger cat&#x27;</span>}]`}}),Ds=new E({}),Ls=new w({props:{code:"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",highlighted:`<span class="hljs-meta">&gt;&gt;&gt; </span><span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> pipeline

<span class="hljs-meta">&gt;&gt;&gt; </span><span class="hljs-comment"># This model is a \`zero-shot-classification\` model.</span>
<span class="hljs-meta">&gt;&gt;&gt; </span><span class="hljs-comment"># It will classify text, except you are free to choose any label you might imagine</span>
<span class="hljs-meta">&gt;&gt;&gt; </span>classifier = pipeline(model=<span class="hljs-string">&quot;facebook/bart-large-mnli&quot;</span>)
<span class="hljs-meta">&gt;&gt;&gt; </span>classifier(
<span class="hljs-meta">... </span>    <span class="hljs-string">&quot;I have a problem with my iphone that needs to be resolved asap!!&quot;</span>,
<span class="hljs-meta">... </span>    candidate_labels=[<span class="hljs-string">&quot;urgent&quot;</span>, <span class="hljs-string">&quot;not urgent&quot;</span>, <span class="hljs-string">&quot;phone&quot;</span>, <span class="hljs-string">&quot;tablet&quot;</span>, <span class="hljs-string">&quot;computer&quot;</span>],
<span class="hljs-meta">... </span>)
{<span class="hljs-string">&#x27;sequence&#x27;</span>: <span class="hljs-string">&#x27;I have a problem with my iphone that needs to be resolved asap!!&#x27;</span>, <span class="hljs-string">&#x27;labels&#x27;</span>: [<span class="hljs-string">&#x27;urgent&#x27;</span>, <span class="hljs-string">&#x27;phone&#x27;</span>, <span class="hljs-string">&#x27;computer&#x27;</span>, <span class="hljs-string">&#x27;not urgent&#x27;</span>, <span class="hljs-string">&#x27;tablet&#x27;</span>], <span class="hljs-string">&#x27;scores&#x27;</span>: [<span class="hljs-number">0.504</span>, <span class="hljs-number">0.479</span>, <span class="hljs-number">0.013</span>, <span class="hljs-number">0.003</span>, <span class="hljs-number">0.002</span>]}`}}),Os=new E({}),ll=new w({props:{code:"ZnJvbSUyMHRyYW5zZm9ybWVycyUyMGltcG9ydCUyMHBpcGVsaW5lJTBBJTBBdnFhJTIwJTNEJTIwcGlwZWxpbmUobW9kZWwlM0QlMjJpbXBpcmElMkZsYXlvdXRsbS1kb2N1bWVudC1xYSUyMiklMEF2cWEoJTBBJTIwJTIwJTIwJTIwaW1hZ2UlM0QlMjJodHRwcyUzQSUyRiUyRmh1Z2dpbmdmYWNlLmNvJTJGc3BhY2VzJTJGaW1waXJhJTJGZG9jcXVlcnklMkZyZXNvbHZlJTJGMjM1OTIyM2MxODM3YTc1ODc0MDJiZGEwZjI2NDMzODJhNmVlZmVhYiUyRmludm9pY2UucG5nJTIyJTJDJTBBJTIwJTIwJTIwJTIwcXVlc3Rpb24lM0QlMjJXaGF0JTIwaXMlMjB0aGUlMjBpbnZvaWNlJTIwbnVtYmVyJTNGJTIyJTJDJTBBKQ==",highlighted:`<span class="hljs-meta">&gt;&gt;&gt; </span><span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> pipeline

<span class="hljs-meta">&gt;&gt;&gt; </span>vqa = pipeline(model=<span class="hljs-string">&quot;impira/layoutlm-document-qa&quot;</span>)
<span class="hljs-meta">&gt;&gt;&gt; </span>vqa(
<span class="hljs-meta">... </span>    image=<span class="hljs-string">&quot;https://huggingface.co/spaces/impira/docquery/resolve/2359223c1837a7587402bda0f2643382a6eefeab/invoice.png&quot;</span>,
<span class="hljs-meta">... </span>    question=<span class="hljs-string">&quot;What is the invoice number?&quot;</span>,
<span class="hljs-meta">... </span>)
[{<span class="hljs-string">&#x27;score&#x27;</span>: <span class="hljs-number">0.42514941096305847</span>, <span class="hljs-string">&#x27;answer&#x27;</span>: <span class="hljs-string">&#x27;us-001&#x27;</span>, <span class="hljs-string">&#x27;start&#x27;</span>: <span class="hljs-number">16</span>, <span class="hljs-string">&#x27;end&#x27;</span>: <span class="hljs-number">16</span>}]`}}),{c(){d=t("meta"),b=c(),v=t("h1"),x=t("a"),B=t("span"),f(g.$$.fragment),$=c(),H=t("span"),Da=r("\uCD94\uB860\uC744 \uC704\uD55C Pipeline"),ve=c(),U=t("p"),Zl=t("code"),La=r("pipeline()"),Oa=r("\uC744 \uC0AC\uC6A9\uD558\uBA74 \uC5B8\uC5B4, \uCEF4\uD4E8\uD130 \uBE44\uC804, \uC624\uB514\uC624 \uBC0F \uBA40\uD2F0\uBAA8\uB2EC \uD0DC\uC2A4\uD06C\uC5D0 \uB300\uD55C \uCD94\uB860\uC744 \uC704\uD574 "),js=t("a"),Ka=r("Hub"),st=r("\uC758 \uC5B4\uB5A4 \uBAA8\uB378\uC774\uB4E0 \uC27D\uAC8C \uC0AC\uC6A9\uD560 \uC218 \uC788\uC2B5\uB2C8\uB2E4. \uD2B9\uC815 \uBD84\uC57C\uC5D0 \uB300\uD55C \uACBD\uD5D8\uC774 \uC5C6\uAC70\uB098, \uBAA8\uB378\uC744 \uC774\uB8E8\uB294 \uCF54\uB4DC\uAC00 \uC775\uC219\uD558\uC9C0 \uC54A\uC740 \uACBD\uC6B0\uC5D0\uB3C4 "),Il=t("code"),lt=r("pipeline()"),et=r("\uC744 \uC0AC\uC6A9\uD574\uC11C \uCD94\uB860\uD560 \uC218 \uC788\uC5B4\uC694! \uC774 \uD29C\uD1A0\uB9AC\uC5BC\uC5D0\uC11C\uB294 \uB2E4\uC74C\uC744 \uBC30\uC6CC\uBCF4\uACA0\uC2B5\uB2C8\uB2E4."),be=c(),_=t("ul"),ys=t("li"),at=r("\uCD94\uB860\uC744 \uC704\uD574 "),Gl=t("code"),tt=r("pipeline()"),nt=r("\uC744 \uC0AC\uC6A9\uD558\uB294 \uBC29\uBC95"),pt=c(),kl=t("li"),rt=r("\uD2B9\uC815 \uD1A0\uD06C\uB098\uC774\uC800 \uB610\uB294 \uBAA8\uB378\uC744 \uC0AC\uC6A9\uD558\uB294 \uBC29\uBC95"),it=c(),Ms=t("li"),ot=r("\uC5B8\uC5B4, \uCEF4\uD4E8\uD130 \uBE44\uC804, \uC624\uB514\uC624 \uBC0F \uBA40\uD2F0\uBAA8\uB2EC \uD0DC\uC2A4\uD06C\uC5D0\uC11C "),Wl=t("code"),ct=r("pipeline()"),ht=r("\uC744 \uC0AC\uC6A9\uD558\uB294 \uBC29\uBC95"),we=c(),f(z.$$.fragment),ge=c(),N=t("h2"),F=t("a"),Bl=t("span"),f(Js.$$.fragment),mt=c(),Nl=t("span"),ft=r("Pipeline \uC0AC\uC6A9\uD558\uAE30"),xe=c(),T=t("p"),ut=r("\uAC01 \uD0DC\uC2A4\uD06C\uB9C8\uB2E4 \uACE0\uC720\uC758 "),Al=t("code"),jt=r("pipeline()"),yt=r("\uC774 \uC788\uC9C0\uB9CC, \uAC1C\uBCC4 \uD30C\uC774\uD504\uB77C\uC778\uC744 \uB2F4\uACE0\uC788\uB294 \uCD94\uC0C1\uD654\uB41C "),Rl=t("code"),Mt=r("pipeline()"),Jt=r("\uB97C \uC0AC\uC6A9\uD558\uB294 \uAC83\uC774 \uC77C\uBC18\uC801\uC73C\uB85C \uB354 \uAC04\uB2E8\uD569\uB2C8\uB2E4. "),Vl=t("code"),dt=r("pipeline()"),vt=r("\uC740 \uD0DC\uC2A4\uD06C\uC5D0 \uC54C\uB9DE\uAC8C \uCD94\uB860\uC774 \uAC00\uB2A5\uD55C \uAE30\uBCF8 \uBAA8\uB378\uACFC \uC804\uCC98\uB9AC \uD074\uB798\uC2A4\uB97C \uC790\uB3D9\uC73C\uB85C \uB85C\uB4DC\uD569\uB2C8\uB2E4."),Te=c(),nl=t("ol"),ds=t("li"),bt=r("\uBA3C\uC800 "),Xl=t("code"),wt=r("pipeline()"),gt=r("\uC744 \uC0DD\uC131\uD558\uACE0 \uD0DC\uC2A4\uD06C\uB97C \uC9C0\uC815\uD558\uC138\uC694."),Ue=c(),f(vs.$$.fragment),Ee=c(),bs=t("ol"),ws=t("li"),xt=r("\uADF8\uB9AC\uACE0 "),Cl=t("code"),Tt=r("pipeline()"),Ut=r("\uC5D0 \uC785\uB825\uC744 \uB123\uC5B4\uC8FC\uC138\uC694."),$e=c(),f(gs.$$.fragment),_e=c(),Z=t("p"),Et=r("\uAE30\uB300\uD588\uB358 \uACB0\uACFC\uAC00 \uC544\uB2CC\uAC00\uC694? Hub\uC5D0\uC11C "),xs=t("a"),$t=r("\uAC00\uC7A5 \uB9CE\uC774 \uB2E4\uC6B4\uB85C\uB4DC\uB41C \uC790\uB3D9 \uC74C\uC131 \uC778\uC2DD \uBAA8\uB378"),_t=r(`\uB85C \uB354 \uB098\uC740 \uACB0\uACFC\uB97C \uC5BB\uC744 \uC218 \uC788\uB294\uC9C0 \uD655\uC778\uD574\uBCF4\uC138\uC694.
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\uD30C\uC774\uD1A0\uCE58\uC5D0\uC11C\uB098 \uD150\uC11C\uD50C\uB85C\uC6B0\uC5D0\uC11C\uB3C4 \uBAA8\uB450 \uC791\uB3D9\uD569\uB2C8\uB2E4.`),Pe=c(),f(ks.$$.fragment),Se=c(),I=t("p"),Ft=r("\uBAA8\uB378\uC774 GPU \uD558\uB098\uC5D0 \uB3CC\uC544\uAC00\uAE30 \uBC84\uAC81\uB2E4\uBA74, "),Fl=t("code"),Qt=r('device_map="auto"'),Dt=r("\uB97C \uC9C0\uC815\uD574\uC11C \u{1F917} "),Ws=t("a"),Lt=r("Accelerate"),Ot=r("\uAC00 \uBAA8\uB378 \uAC00\uC911\uCE58\uB97C \uC5B4\uB5BB\uAC8C \uB85C\uB4DC\uD558\uACE0 \uC800\uC7A5\uD560\uC9C0 \uC790\uB3D9\uC73C\uB85C \uACB0\uC815\uD558\uB3C4\uB85D \uD560 \uC218 \uC788\uC2B5\uB2C8\uB2E4."),qe=c(),f(Bs.$$.fragment),He=c(),V=t("h3"),O=t("a"),Ql=t("span"),f(Ns.$$.fragment),Kt=c(),Dl=t("span"),sn=r("\uBC30\uCE58 \uC0AC\uC774\uC988"),ze=c(),K=t("p"),ln=r("\uAE30\uBCF8\uC801\uC73C\uB85C \uD30C\uC774\uD504\uB77C\uC778\uC740 "),As=t("a"),en=r("\uC5EC\uAE30"),an=r("\uC5D0 \uB098\uC628 \uC774\uC720\uB85C \uCD94\uB860\uC744 \uC77C\uAD04 \uCC98\uB9AC\uD558\uC9C0 \uC54A\uC2B5\uB2C8\uB2E4. \uAC04\uB2E8\uD788 \uC124\uBA85\uD558\uC790\uBA74 \uC77C\uAD04 \uCC98\uB9AC\uAC00 \uBC18\uB4DC\uC2DC \uB354 \uBE60\uB974\uC9C0 \uC54A\uACE0 \uC624\uD788\uB824 \uB354 \uB290\uB824\uC9C8 \uC218\uB3C4 \uC788\uAE30 \uB54C\uBB38\uC785\uB2C8\uB2E4."),Fe=c(),ul=t("p"),tn=r("\uD558\uC9C0\uB9CC \uC790\uC2E0\uC758 \uC0C1\uD669\uC5D0 \uC801\uD569\uD558\uB2E4\uBA74, \uC774\uB807\uAC8C \uC0AC\uC6A9\uD558\uC138\uC694."),Qe=c(),f(Rs.$$.fragment),De=c(),jl=t("p"),nn=r(`\uD30C\uC774\uD504\uB77C\uC778 \uC704 \uC81C\uACF5\uB41C 10\uAC1C\uC758 \uC624\uB514\uC624 \uD30C\uC77C\uC744 \uCD94\uAC00\uB85C \uCC98\uB9AC\uD558\uB294 \uCF54\uB4DC \uC5C6\uC774 (\uC77C\uAD04 \uCC98\uB9AC\uC5D0 \uBCF4\uB2E4 \uD6A8\uACFC\uC801\uC778 GPU \uC704) \uBAA8\uB378\uC5D0 2\uAC1C\uC529 \uC804\uB2EC\uD569\uB2C8\uB2E4.
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