import{S as dl,i as wl,s as $l,e as o,k as f,w as U,t as p,M as Il,c as i,d as l,m as c,a as r,x as d,h as n,b as w,G as t,g as e,y as $,L as _l,q as I,o as _,B as b,v as bl}from"../../chunks/vendor-hf-doc-builder.js";import{I as El}from"../../chunks/IconCopyLink-hf-doc-builder.js";import{C as W}from"../../chunks/CodeBlock-hf-doc-builder.js";function ql(ll){let y,as,J,j,O,E,bs,V,Es,es,D,qs,ps,Z,vs,ns,m,ks,q,Cs,zs,X,As,Ns,os,T,Gs,Y,Ws,Ds,is,v,rs,M,Zs,P,Qs,Ss,L,Fs,Rs,fs,k,cs,Q,Bs,ms,C,Ms,u,xs,H,gs,Os,K,Vs,Xs,us,z,ys,S,ss,Ys,Js,A,js,F,Ps,Ts,N,hs,R,ls,Ls,Us,G,ds,h,Hs,ts,Ks,sl,ws;return E=new El({}),v=new W({props:{code:"ZnJvbSUyMGRhdGFzZXRzJTIwaW1wb3J0JTIwbG9hZF9kYXRhc2V0JTBBZnJvbSUyMGRhdGFzZXRzJTIwaW1wb3J0JTIwQXVkaW8lMEElMEFtaW5kcyUyMCUzRCUyMGxvYWRfZGF0YXNldCglMjJQb2x5QUklMkZtaW5kczE0JTIyJTJDJTIwbmFtZSUzRCUyMmVuLUFVJTIyJTJDJTIwc3BsaXQlM0QlMjJ0cmFpbiUyMiklMEFtaW5kcyUyMCUzRCUyMG1pbmRzLmNhc3RfY29sdW1uKCUyMmF1ZGlvJTIyJTJDJTIwQXVkaW8oc2FtcGxpbmdfcmF0ZSUzRDE2XzAwMCkp",highlighted:`<span class="hljs-keyword">from</span> datasets <span class="hljs-keyword">import</span> load_dataset
<span class="hljs-keyword">from</span> datasets <span class="hljs-keyword">import</span> Audio

minds = load_dataset(<span class="hljs-string">&quot;PolyAI/minds14&quot;</span>, name=<span class="hljs-string">&quot;en-AU&quot;</span>, split=<span class="hljs-string">&quot;train&quot;</span>)
minds = minds.cast_column(<span class="hljs-string">&quot;audio&quot;</span>, Audio(sampling_rate=<span class="hljs-number">16_000</span>))`}}),k=new W({props:{code:"ZnJvbSUyMHRyYW5zZm9ybWVycyUyMGltcG9ydCUyMHBpcGVsaW5lJTBBJTBBY2xhc3NpZmllciUyMCUzRCUyMHBpcGVsaW5lKCUwQSUyMCUyMCUyMCUyMCUyMmF1ZGlvLWNsYXNzaWZpY2F0aW9uJTIyJTJDJTBBJTIwJTIwJTIwJTIwbW9kZWwlM0QlMjJhbnRvbi1sJTJGeHRyZW1lX3NfeGxzcl8zMDBtX21pbmRzMTQlMjIlMkMlMEEp",highlighted:`<span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> pipeline

classifier = pipeline(
    <span class="hljs-string">&quot;audio-classification&quot;</span>,
    model=<span class="hljs-string">&quot;anton-l/xtreme_s_xlsr_300m_minds14&quot;</span>,
)`}}),C=new W({props:{code:"ZXhhbXBsZSUyMCUzRCUyMG1pbmRzJTVCMCU1RA==",highlighted:'example = minds[<span class="hljs-number">0</span>]'}}),z=new W({props:{code:"Y2xhc3NpZmllcihleGFtcGxlJTVCJTIyYXVkaW8lMjIlNUQlNUIlMjJhcnJheSUyMiU1RCk=",highlighted:'classifier(example[<span class="hljs-string">&quot;audio&quot;</span>][<span class="hljs-string">&quot;array&quot;</span>])'}}),A=new W({props:{code:"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",highlighted:`[
    {<span class="hljs-string">&quot;score&quot;</span>: <span class="hljs-number">0.9631525278091431</span>, <span class="hljs-string">&quot;label&quot;</span>: <span class="hljs-string">&quot;pay_bill&quot;</span>},
    {<span class="hljs-string">&quot;score&quot;</span>: <span class="hljs-number">0.02819698303937912</span>, <span class="hljs-string">&quot;label&quot;</span>: <span class="hljs-string">&quot;freeze&quot;</span>},
    {<span class="hljs-string">&quot;score&quot;</span>: <span class="hljs-number">0.0032787492964416742</span>, <span class="hljs-string">&quot;label&quot;</span>: <span class="hljs-string">&quot;card_issues&quot;</span>},
    {<span class="hljs-string">&quot;score&quot;</span>: <span class="hljs-number">0.0019414445850998163</span>, <span class="hljs-string">&quot;label&quot;</span>: <span class="hljs-string">&quot;abroad&quot;</span>},
    {<span class="hljs-string">&quot;score&quot;</span>: <span class="hljs-number">0.0008378693601116538</span>, <span class="hljs-string">&quot;label&quot;</span>: <span class="hljs-string">&quot;high_value_payment&quot;</span>},
]`}}),N=new W({props:{code:"aWQybGFiZWwlMjAlM0QlMjBtaW5kcy5mZWF0dXJlcyU1QiUyMmludGVudF9jbGFzcyUyMiU1RC5pbnQyc3RyJTBBaWQybGFiZWwoZXhhbXBsZSU1QiUyMmludGVudF9jbGFzcyUyMiU1RCk=",highlighted:`id2label = minds.features[<span class="hljs-string">&quot;intent_class&quot;</span>].int2str
id2label(example[<span class="hljs-string">&quot;intent_class&quot;</span>])`}}),G=new W({props:{code:"JTIycGF5X2JpbGwlMjI=",highlighted:'<span class="hljs-string">&quot;pay_bill&quot;</span>'}}),{c(){y=o("meta"),as=f(),J=o("h1"),j=o("a"),O=o("span"),U(E.$$.fragment),bs=f(),V=o("span"),Es=p("\uD30C\uC774\uD504\uB77C\uC778\uC744 \uC774\uC6A9\uD55C \uC624\uB514\uC624 \uBD84\uB958"),es=f(),D=o("p"),qs=p("\uC624\uB514\uC624 \uBD84\uB958\uB294 \uB179\uC74C\uB41C \uC624\uB514\uC624 \uB0B4\uC6A9\uC5D0 \uAE30\uBC18\uD558\uC5EC \uD558\uB098 \uD639\uC740 \uC5EC\uB7EC\uAC1C\uC758 \uB808\uC774\uBE14\uC744 \uD560\uB2F9\uD558\uB294 \uC791\uC5C5\uC785\uB2C8\uB2E4. \uC774 \uB808\uC774\uBE14\uC740 \uC74C\uC545, \uC74C\uC131, \uB178\uC774\uC988 \uAC19\uC740 \uCE74\uD14C\uACE0\uB9AC\uC5D0 \uD574\uB2F9\uD560 \uC218\uB3C4 \uC788\uACE0, \uC0C8\uC18C\uB9AC\uB098 \uCC28 \uC5D4\uC9C4 \uC18C\uB9AC\uCC98\uB7FC \uB354 \uAD6C\uCCB4\uC801\uC778 \uCE74\uD14C\uACE0\uB9AC\uC77C \uC218\uB3C4 \uC788\uC2B5\uB2C8\uB2E4."),ps=f(),Z=o("p"),vs=p("\uC778\uAE30 \uC788\uB294 \uC624\uB514\uC624 \uD2B8\uB79C\uC2A4\uD3EC\uBA38 \uBAA8\uB378\uB4E4\uC774 \uC138\uBD80\uC801\uC73C\uB85C \uC5B4\uB5BB\uAC8C \uC791\uB3D9\uD558\uB294\uC9C0, \uCEE4\uC2A4\uD140 \uBAA8\uB378\uC744 \uC5B4\uB5BB\uAC8C \uD30C\uC778\uD29C\uB2DD\uD558\uB294\uC9C0 \uB4F1\uC744 \uC54C\uC544\uBCF4\uAE30 \uC804\uC5D0 \u{1F917} Transformers\uB97C \uC774\uC6A9\uD558\uC5EC \uB2E8 \uBA87\uC904\uC758 \uCF54\uB4DC\uB9CC\uC73C\uB85C \uC0AC\uC804\uD559\uC2B5\uB41C \uBAA8\uB378\uC744 \uC624\uB514\uC624 \uBD84\uB958\uC5D0 \uC4F0\uB294 \uBC95\uC744 \uC54C\uC544\uBD05\uC2DC\uB2E4."),ns=f(),m=o("p"),ks=p("\uC774\uC804 \uB2E8\uC6D0\uC5D0\uC11C \uC0AC\uC6A9\uD588\uB358 "),q=o("a"),Cs=p("MINDS-14"),zs=p(" \uB370\uC774\uD130\uC14B\uC744 \uC4F0\uACA0\uC2B5\uB2C8\uB2E4. \uAE30\uC5B5\uD558\uC2DC\uB2E4\uC2DC\uD53C, MINDS-14\uB294 \uC0AC\uB78C\uB4E4\uC774 \uC778\uD130\uB137\uBC45\uD0B9 \uC2DC\uC2A4\uD15C\uC5D0 \uB300\uD574 \uC804\uD654\uB85C \uC5EC\uB7EC \uC5B8\uC5B4\uC640 \uBC29\uC5B8\uC73C\uB85C \uBB3B\uB294 \uAC83\uC774 \uB179\uC74C\uB3FC\uC788\uC2B5\uB2C8\uB2E4. \uAC01 \uB179\uC74C\uC5D0\uB294 "),X=o("code"),As=p("intent_class"),Ns=p("\uAC00 \uC788\uC73C\uBA70 \uC774\uB97C \uC774\uC6A9\uD574 \uB179\uC74C\uB4E4\uC744 \uC804\uD654\uC758 \uC758\uB3C4\uC5D0 \uB530\uB77C \uBD84\uB958\uD560 \uC218 \uC788\uC2B5\uB2C8\uB2E4."),os=f(),T=o("p"),Gs=p("\uD30C\uC774\uD504\uB77C\uC778\uC744 \uC368\uBCF4\uAE30 \uC704\uD574 \uC774\uC804\uACFC \uB9C8\uCC2C\uAC00\uC9C0\uB85C \uB370\uC774\uD130\uC758 "),Y=o("code"),Ws=p("en-AU"),Ds=p(" \uBD80\uBD84\uC744 \uAC00\uC838\uC640 \uBAA8\uB378\uC774 \uC694\uAD6C\uD558\uB294 16 kHz \uC0D8\uD50C\uB9C1 \uC18D\uB3C4\uB97C \uAC00\uC9C0\uB3C4\uB85D \uC5C5\uC0D8\uD50C\uB9C1 \uD574\uBD05\uC2DC\uB2E4."),is=f(),U(v.$$.fragment),rs=f(),M=o("p"),Zs=p("\u{1F917} Transformers\uC758 "),P=o("code"),Qs=p("audio-classification"),Ss=p(` \uD30C\uC774\uD504\uB77C\uC778\uC744 \uC0AC\uC6A9\uD558\uBA74 \uB179\uC74C\uB41C \uC624\uB514\uC624\uB97C \uD074\uB798\uC2A4 \uC9D1\uD569\uC73C\uB85C \uBD84\uB958\uD560 \uC218 \uC788\uC2B5\uB2C8\uB2E4.
\uC6B0\uB9AC\uC758 \uACBD\uC6B0, MINDS-14 \uB370\uC774\uD130\uC14B\uC758 \uC758\uB3C4 \uBD84\uB958\uB97C \uC704\uD574 \uD30C\uC778\uD29C\uB2DD\uB41C \uBAA8\uB378\uC774 \uD544\uC694\uD569\uB2C8\uB2E4. \uC6B4\uC88B\uAC8C\uB3C4, \uBC14\uB85C \uADF8\uB7F4\uB54C \uC4F0\uC774\uB294 \uBAA8\uB378\uC774 \uD5C8\uBE0C\uC5D0 \uC788\uC2B5\uB2C8\uB2E4! `),L=o("code"),Fs=p("pipeline()"),Rs=p(" \uD568\uC218\uB97C \uC368\uC11C \uC774\uB97C \uBD88\uB7EC\uBCF4\uACA0\uC2B5\uB2C8\uB2E4:"),fs=f(),U(k.$$.fragment),cs=f(),Q=o("p"),Bs=p("\uC774 \uD30C\uC774\uD504\uB77C\uC778\uC740 \uC624\uB514\uC624 \uB370\uC774\uD130\uB85C \uB118\uD30C\uC774 \uBC30\uC5F4\uC744 \uC694\uAD6C\uD569\uB2C8\uB2E4. \uC6D0\uC2DC \uC624\uB514\uC624 \uB370\uC774\uD130\uC758 \uBAA8\uB4E0 \uC804\uCC98\uB9AC\uB294 \uD3B8\uB9AC\uD558\uAC8C\uB3C4 \uD30C\uC774\uD504\uB77C\uC778\uC774 \uD574\uACB0\uD574\uC90D\uB2C8\uB2E4. \uD55C \uC608\uB97C \uBD05\uC2DC\uB2E4:"),ms=f(),U(C.$$.fragment),Ms=f(),u=o("p"),xs=p("\uB370\uC774\uD130\uC14B\uC758 \uAD6C\uC870\uB97C \uAE30\uC5B5\uD558\uC2E0\uB2E4\uBA74, \uC6D0\uC2DC \uC624\uB514\uC624 \uB370\uC774\uD130\uAC00 "),H=o("code"),gs=p('["audio"]["array"]'),Os=p(" \uC544\uB798\uC5D0 \uB118\uD30C\uC774 \uBC30\uC5F4\uB85C \uC800\uC7A5\uB3FC\uC788\uB294\uAC78 \uAE30\uC5B5\uD558\uC2E4\uAC81\uB2C8\uB2E4. \uADF8\uB300\uB85C "),K=o("code"),Vs=p("classifier"),Xs=p("\uC5D0 \uB118\uACA8\uBD05\uC2DC\uB2E4:"),us=f(),U(z.$$.fragment),ys=f(),S=o("p"),ss=o("strong"),Ys=p("Output:"),Js=f(),U(A.$$.fragment),js=f(),F=o("p"),Ps=p("\uBAA8\uB378\uC740 \uC804\uD654\uD558\uB294 \uC0AC\uB78C\uC774 \uCCAD\uAD6C\uC11C\uC758 \uC9C0\uBD88 \uBC29\uBC95\uC5D0 \uB300\uD574 \uBB3B\uACE0 \uC788\uB2E4\uACE0 \uB9E4\uC6B0 \uD655\uC2E0\uD558\uACE0 \uC788\uC2B5\uB2C8\uB2E4. \uC2E4\uC81C \uB808\uC774\uBE14\uC740 \uC5B4\uB5A4\uC9C0 \uD655\uC778\uD574\uBD05\uC2DC\uB2E4:"),Ts=f(),U(N.$$.fragment),hs=f(),R=o("p"),ls=o("strong"),Ls=p("Output:"),Us=f(),U(G.$$.fragment),ds=f(),h=o("p"),Hs=p("\uB9CC\uC138! 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