import{S as cl,i as Ml,s as Ul,e as i,k as f,w as y,t as r,M as $l,c as a,d as e,m,a as o,x as c,h as n,b as h,G as s,g as p,y as M,L as Jl,q as U,o as $,B as J,v as Tl}from"../../chunks/vendor-hf-doc-builder.js";import{I as wl}from"../../chunks/IconCopyLink-hf-doc-builder.js";import{C as w}from"../../chunks/CodeBlock-hf-doc-builder.js";function dl(Be){let d,$t,E,v,pt,S,gt,it,Kt,Jt,z,te,Tt,I,ee,at,le,se,wt,b,pe,A,ie,ae,dt,_,oe,ot,re,ne,Et,j,ht,X,fe,vt,C,It,P,rt,me,bt,R,_t,Y,ue,Gt,k,St,O,nt,ye,jt,Z,Ct,D,ce,Rt,T,Me,W,Ue,$e,ft,Je,Te,kt,Q,we,Zt,N,Wt,H,de,Nt,q,qt,L,mt,Ee,Bt,B,Vt,g,he,xt,V,Ft,K,ut,ve,zt,x,At,tt,Ie,Xt,et,be,Pt,u,yt,_e,Ge,lt,ct,Se,je,Ce,Mt,Re,ke,F,Ze,Ut,We,Ne,Yt;return S=new wl({}),j=new w({props:{code:"ZnJvbSUyMHRyYW5zZm9ybWVycyUyMGltcG9ydCUyMHBpcGVsaW5lJTBBJTBBYXNyJTIwJTNEJTIwcGlwZWxpbmUoJTIyYXV0b21hdGljLXNwZWVjaC1yZWNvZ25pdGlvbiUyMik=",highlighted:`<span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> pipeline

asr = pipeline(<span class="hljs-string">&quot;automatic-speech-recognition&quot;</span>)`}}),C=new w({props:{code:"ZXhhbXBsZSUyMCUzRCUyMG1pbmRzJTVCMCU1RCUwQWFzcihleGFtcGxlJTVCJTIyYXVkaW8lMjIlNUQlNUIlMjJhcnJheSUyMiU1RCk=",highlighted:`example = minds[<span class="hljs-number">0</span>]
asr(example[<span class="hljs-string">&quot;audio&quot;</span>][<span class="hljs-string">&quot;array&quot;</span>])`}}),R=new w({props:{code:"JTdCJTIydGV4dCUyMiUzQSUyMCUyMkklMjBXT1VMRCUyMExJS0UlMjBUTyUyMFBBWSUyME1ZJTIwRUxFQ1RSSUNJVFklMjBCSUxMJTIwVVNJTkclMjBNWSUyMENPRCUyMENBTiUyMFlPVSUyMFBMRUFTRSUyMEFTU0lTVCUyMiU3RA==",highlighted:'<span class="hljs-comment">{&quot;text&quot;: &quot;I WOULD LIKE TO PAY MY ELECTRICITY BILL USING MY COD CAN YOU PLEASE ASSIST&quot;}</span>'}}),k=new w({props:{code:"ZXhhbXBsZSU1QiUyMmVuZ2xpc2hfdHJhbnNjcmlwdGlvbiUyMiU1RA==",highlighted:'example[<span class="hljs-string">&quot;english_transcription&quot;</span>]'}}),Z=new w({props:{code:"JTIySSUyMHdvdWxkJTIwbGlrZSUyMHRvJTIwcGF5JTIwbXklMjBlbGVjdHJpY2l0eSUyMGJpbGwlMjB1c2luZyUyMG15JTIwY2FyZCUyMGNhbiUyMHlvdSUyMHBsZWFzZSUyMGFzc2lzdCUyMg==",highlighted:'<span class="hljs-comment">&quot;I would like to pay my electricity bill using my card can you please assist&quot;</span>'}}),N=new w({props:{code:"ZnJvbSUyMGRhdGFzZXRzJTIwaW1wb3J0JTIwbG9hZF9kYXRhc2V0JTBBZnJvbSUyMGRhdGFzZXRzJTIwaW1wb3J0JTIwQXVkaW8lMEElMEFtaW5kcyUyMCUzRCUyMGxvYWRfZGF0YXNldCglMjJQb2x5QUklMkZtaW5kczE0JTIyJTJDJTIwbmFtZSUzRCUyMmRlLURFJTIyJTJDJTIwc3BsaXQlM0QlMjJ0cmFpbiUyMiklMEFtaW5kcyUyMCUzRCUyMG1pbmRzLmNhc3RfY29sdW1uKCUyMmF1ZGlvJTIyJTJDJTIwQXVkaW8oc2FtcGxpbmdfcmF0ZSUzRDE2XzAwMCkp",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;de-DE&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>))`}}),q=new w({props:{code:"ZXhhbXBsZSUyMCUzRCUyMG1pbmRzJTVCMCU1RCUwQWV4YW1wbGUlNUIlMjJ0cmFuc2NyaXB0aW9uJTIyJTVE",highlighted:`example = minds[<span class="hljs-number">0</span>]
example[<span class="hljs-string">&quot;transcription&quot;</span>]`}}),B=new w({props:{code:"JTIyaWNoJTIwbSVDMyVCNmNodGUlMjBnZXJuZSUyMEdlbGQlMjBhdWYlMjBtZWluJTIwS29udG8lMjBlaW56YWhsZW4lMjI=",highlighted:'<span class="hljs-comment">&quot;ich m\xF6chte gerne Geld auf mein Konto einzahlen&quot;</span>'}}),V=new w({props:{code:"ZnJvbSUyMHRyYW5zZm9ybWVycyUyMGltcG9ydCUyMHBpcGVsaW5lJTBBJTBBYXNyJTIwJTNEJTIwcGlwZWxpbmUoJTIyYXV0b21hdGljLXNwZWVjaC1yZWNvZ25pdGlvbiUyMiUyQyUyMG1vZGVsJTNEJTIybWF4aWRsJTJGd2F2MnZlYzItbGFyZ2UteGxzci1nZXJtYW4lMjIpJTBBYXNyKGV4YW1wbGUlNUIlMjJhdWRpbyUyMiU1RCU1QiUyMmFycmF5JTIyJTVEKQ==",highlighted:`<span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> pipeline

asr = pipeline(<span class="hljs-string">&quot;automatic-speech-recognition&quot;</span>, model=<span class="hljs-string">&quot;maxidl/wav2vec2-large-xlsr-german&quot;</span>)
asr(example[<span class="hljs-string">&quot;audio&quot;</span>][<span class="hljs-string">&quot;array&quot;</span>])`}}),x=new w({props:{code:"JTdCJTIydGV4dCUyMiUzQSUyMCUyMmljaCUyMG0lQzMlQjZjaHRlJTIwZ2VybmUlMjBnZWxkJTIwYXVmJTIwbWVpbiUyMGtvbnRvJTIwZWluemFsbGVuJTIyJTdE",highlighted:'{&quot;text&quot;: <span class="hljs-string">&quot;ich m\xF6chte gerne geld auf mein konto einzallen&quot;</span>}'}}),{c(){d=i("meta"),$t=f(),E=i("h1"),v=i("a"),pt=i("span"),y(S.$$.fragment),gt=f(),it=i("span"),Kt=r("\uD30C\uC774\uD504\uB77C\uC778\uC744 \uC774\uC6A9\uD55C \uC790\uB3D9 \uC74C\uC131 \uC778\uC2DD"),Jt=f(),z=i("p"),te=r("\uC790\uB3D9 \uC74C\uC131 \uC778\uC2DD(ASR)\uC740 \uC74C\uC131 \uC624\uB514\uC624 \uB179\uC74C\uC744 \uD14D\uC2A4\uD2B8\uB85C \uBCC0\uD658\uD558\uB294 \uC791\uC5C5\uC785\uB2C8\uB2E4. \uC774 \uC791\uC5C5\uC740 \uB9E4\uC6B0 \uB2E4\uC591\uD558\uAC8C \uC2E4\uC6A9\uC801\uC73C\uB85C \uC4F0\uC77C \uC218\uAC00 \uC788\uC2B5\uB2C8\uB2E4. \uBE44\uB514\uC624 \uC790\uB9C9 \uC0DD\uC131\uBD80\uD130 Siri\uB098 Alexa\uAC19\uC740 \uAC00\uC0C1 \uBE44\uC11C\uC758 \uC74C\uC131\uBA85\uB839\uC5D0 \uC774\uB974\uAE30\uAE4C\uC9C0\uC694."),Tt=f(),I=i("p"),ee=r("\uC774\uBC88 \uC139\uC158\uC5D0\uC120 \uC774\uC804\uC758 MINDS-14 \uB370\uC774\uD130\uC14B\uC758 \uCCAD\uAD6C\uC11C \uC9C0\uBD88 \uBC29\uBC95\uC5D0 \uB300\uD574 \uBB3B\uB294 \uC0AC\uB78C\uC758 \uC74C\uC131 \uB179\uC74C\uC744 "),at=i("code"),le=r("automatic-speech-recognition"),se=r(" \uD30C\uC774\uD504\uB77C\uC778\uC744 \uC774\uC6A9\uD574 \uD14D\uC2A4\uD2B8\uB85C \uBCC0\uD658\uD558\uB294 \uBC29\uBC95\uC744 \uC54C\uC544\uBCF4\uACA0\uC2B5\uB2C8\uB2E4."),wt=f(),b=i("p"),pe=r("\uC2DC\uC791\uC744 \uC704\uD574 \uB370\uC774\uD130\uB97C \uC900\uBE44\uD574\uC57C \uD569\uB2C8\uB2E4. \uC544\uC9C1 \uC900\uBE44\uD558\uC9C0 \uC54A\uC558\uB2E4\uBA74, "),A=i("a"),ie=r("Audio classification with a pipeline"),ae=r("\uC5D0\uC11C \uD588\uB358\uAC83\uCC98\uB7FC \uB370\uC774\uD130\uC14B\uC744 \uBD88\uB7EC\uC624\uACE0 16 kHz\uB85C \uC5C5\uC0D8\uD50C\uB9C1\uC744 \uD574\uC8FC\uC138\uC694."),dt=f(),_=i("p"),oe=r("\uC624\uB514\uC624 \uB179\uC74C\uC744 \uD14D\uC2A4\uD2B8\uB85C \uBC14\uAFB8\uAE30 \uC704\uD574 \u{1F917} Transformers\uC758 "),ot=i("code"),re=r("automatic-speech-recognition"),ne=r(" \uD30C\uC774\uD504\uB77C\uC778\uC744 \uC774\uC6A9\uD569\uB2C8\uB2E4. \uD30C\uC774\uD504\uB77C\uC778\uC744 \uC778\uC2A4\uD134\uC2A4\uD654(instantiate) \uD574\uBCF4\uACA0\uC2B5\uB2C8\uB2E4:"),Et=f(),y(j.$$.fragment),ht=f(),X=i("p"),fe=r("\uB2E4\uC74C\uC73C\uB85C, \uB370\uC774\uD130\uC14B\uC5D0\uC11C \uC6D0\uC2DC \uB370\uC774\uD130\uB97C \uBD88\uB7EC\uC640 \uD30C\uC774\uD504\uB77C\uC778\uC5D0 \uB118\uACA8\uBD05\uC2DC\uB2E4:"),vt=f(),y(C.$$.fragment),It=f(),P=i("p"),rt=i("strong"),me=r("Output:"),bt=f(),y(R.$$.fragment),_t=f(),Y=i("p"),ue=r("\uC774 \uCD9C\uB825\uACFC \uC2E4\uC81C\uAC12\uC744 \uBE44\uAD50\uD574\uBCF4\uACA0\uC2B5\uB2C8\uB2E4:"),Gt=f(),y(k.$$.fragment),St=f(),O=i("p"),nt=i("strong"),ye=r("Output:"),jt=f(),y(Z.$$.fragment),Ct=f(),D=i("p"),ce=r("\uBAA8\uB378\uC774 \uC624\uB514\uC624\uB97C \uD14D\uC2A4\uD2B8\uB85C \uBC14\uAFB8\uB294 \uC77C\uC744 \uAF64 \uC798 \uD574\uB0B8\uAC83 \uAC19\uC2B5\uB2C8\uB2E4! \uC2E4\uC81C \uD14D\uC2A4\uD2B8\uC640 \uBE44\uAD50\uD588\uC744\uB54C \uD55C \uB2E8\uC5B4(\u201Ccard\u201D)\uB9CC\uC744 \uD2C0\uB838\uC744 \uBFD0\uC785\uB2C8\uB2E4. \uD654\uC790\uAC00 \uD638\uC8FC\uC2DD \uC5B5\uC591\uC778 \uAC83\uC744 \uACE0\uB824\uD560 \uB54C \uAF64 \uAD1C\uCC2E\uC740 \uACB0\uACFC\uB85C \uBCFC \uC218 \uC788\uC2B5\uB2C8\uB2E4(\uD638\uC8FC\uC2DD \uC5B5\uC591\uC5D0\uC120 \u201Cr\u201D\uC774 \uC885\uC885 \uBB35\uC74C\uC785\uB2C8\uB2E4). \uADF8\uB807\uAE34 \uD558\uC9C0\uB9CC, \uC804\uAE30\uC694\uAE08\uC744 \uBB3C\uACE0\uAE30(\u201Ccod\u201D\uB294 \uC601\uC5B4\uB85C \uB300\uAD6C\uB97C \uB73B\uD569\uB2C8\uB2E4)\uB85C \uB0BC \uAC83\uC744 \uAD8C\uC7A5\uD558\uC9C0\uB294 \uC54A\uC2B5\uB2C8\uB2E4!"),Rt=f(),T=i("p"),Me=r("\uAE30\uBCF8\uC801\uC73C\uB85C \uC774 \uD30C\uC774\uD504\uB77C\uC778\uC740 \uC601\uC5B4\uC758 \uC790\uB3D9 \uC74C\uC131 \uC778\uC2DD\uC744 \uC704\uD574 \uD559\uC2B5\uB41C \uBAA8\uB378\uC744 \uC501\uB2C8\uB2E4. \uC774 \uC608\uC81C\uC5D0\uC11C\uB294 \uAD1C\uCC2E\uC9C0\uB9CC \uC5EC\uB7EC\uBD84\uC774 \uB9CC\uC57D MINDS-14\uC758 \uB2E4\uB978 \uC5B8\uC5B4\uC5D0 \uB300\uD574 \uD14D\uC2A4\uD2B8 \uBCC0\uD658\uC744 \uC2DC\uB3C4\uD574\uBCF4\uACE0 \uC2F6\uC73C\uC2DC\uB2E4\uBA74 "),W=i("a"),Ue=r("\u{1F917} Hub"),$e=r(`\uC5D0\uC11C \uC0AC\uC804\uD559\uC2B5\uB41C ASR \uBAA8\uB378\uC744 \uCC3E\uC544\uBCF4\uC2E4 \uC218 \uC788\uC2B5\uB2C8\uB2E4.
\uBAA8\uB378 \uB9AC\uC2A4\uD2B8\uC5D0\uC11C \uC791\uC5C5\uC21C\uC73C\uB85C \uD544\uD130\uB9C1\uC744 \uBA3C\uC800\uD558\uACE0 \uC5B8\uC5B4\uC5D0 \uB300\uD574 \uD544\uD130\uB9C1\uC744 \uD560 \uC218 \uC788\uC2B5\uB2C8\uB2E4. \uB9C8\uC74C\uC5D0 \uB4DC\uB294 \uBAA8\uB378\uC744 \uCC3E\uC73C\uC168\uB2E4\uBA74, \uD30C\uC774\uD504\uB77C\uC778\uC758 `),ft=i("code"),Je=r("model"),Te=r(" \uC778\uC218(argument)\uB85C \uB118\uACA8 \uC4F0\uBA74 \uB429\uB2C8\uB2E4."),kt=f(),Q=i("p"),we=r("\uC774\uB97C \uC774\uC6A9\uD574 MINDS-14\uC758 \uB3C5\uC77C\uC5B4 \uBD80\uBD84\uC744 \uB2E4\uB904 \uBCF4\uACA0\uC2B5\uB2C8\uB2E4. \u201Cde-DE\u201D \uBD80\uBD84\uC744 \uBD88\uB7EC\uBD05\uC2DC\uB2E4:"),Zt=f(),y(N.$$.fragment),Wt=f(),H=i("p"),de=r("\uC608\uC81C\uB97C \uD558\uB098 \uC120\uD0DD\uD574 \uD14D\uC2A4\uD2B8\uAC00 \uC5B4\uB5BB\uAC8C \uB098\uC640\uC57C\uD558\uB294\uC9C0 \uD655\uC778\uD574\uBD05\uC2DC\uB2E4:"),Nt=f(),y(q.$$.fragment),qt=f(),L=i("p"),mt=i("strong"),Ee=r("Output:"),Bt=f(),y(B.$$.fragment),Vt=f(),g=i("p"),he=r("\u{1F917} Hub\uC5D0\uC11C \uB3C5\uC77C\uC5B4\uB97C \uC704\uD574 \uC0AC\uC804\uD559\uC2B5\uB41C ASR \uBAA8\uB378\uC744 \uCC3E\uC544 \uD30C\uC774\uD504\uB77C\uC778\uC744 \uC778\uC2A4\uD134\uC2A4\uD654\uD55C \uD6C4 \uC774 \uC608\uC81C\uC5D0 \uC801\uC6A9\uC2DC\uCF1C\uBD05\uC2DC\uB2E4:"),xt=f(),y(V.$$.fragment),Ft=f(),K=i("p"),ut=i("strong"),ve=r("Output:"),zt=f(),y(x.$$.fragment),At=f(),tt=i("p"),Ie=r("\uC5ED\uC2DC\uB098, stimmt\u2019s!"),Xt=f(),et=i("p"),be=r("\uC5EC\uB7EC\uBD84\uC774 \uC791\uC5C5\uC744 \uC2DC\uC791\uD560 \uB54C, \uC774\uBC88 \uB2E8\uC6D0\uC5D0\uC11C \uBCF4\uC2E0\uAC83\uCC98\uB7FC \uAC04\uB2E8\uD55C \uD30C\uC774\uD504\uB77C\uC778\uC73C\uB85C \uC2DC\uC791\uD574\uBCF4\uB294\uAC83\uC740 \uC5EC\uB7EC \uC7A5\uC810\uC774 \uC788\uC2B5\uB2C8\uB2E4:"),Pt=f(),u=i("ul"),yt=i("li"),_e=r("\uC5EC\uB7EC\uBD84\uC758 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