import{S as Mt,i as et,s as nt,e as p,k as y,t as M,w as U,M as pt,c as o,d as s,m as i,a as j,h as e,x as m,b as h,N as ot,G as a,g as n,y as J,L as jt,q as f,o as d,B as w,v as yt}from"../../chunks/vendor-hf-doc-builder.js";import{C as A}from"../../chunks/CodeBlock-hf-doc-builder.js";function it(Aa){let I,$l,B,Us,Zl,H,ms,Bl,O,Js,ql,q,Ql,E,fs,jl,ds,ws,Wl,C,As,Q,Ts,hs,Rl,c,Is,yl,bs,Es,il,Cs,_s,cl,Gs,ks,Fl,W,Nl,P,rl,vs,Sl,R,Yl,L,$s,Dl,F,gl,K,ul,Zs,Xl,N,zl,ll,Bs,Vl,T,_,Ul,qs,Qs,ml,Ws,Rs,Fs,sl,Jl,Ns,Ss,Ys,al,fl,Ds,gs,xl,b,dl,Xs,zs,wl,Vs,xs,Hl,S,Ol,tl,Al,Hs,Pl,Y,Ll,Ml,Os,Kl,r,Ps,Tl,Ls,Ks,hl,la,sa,Il,aa,ta,ls,G,Ma,bl,ea,na,ss,D,as,el,El,pa,ts,g,Ms,u,oa,Cl,ja,ya,_l,ia,ca,Gl,ra,ua,es,X,ns,nl,Ua,ps,z,os,V,pl,Ta,js,k,ma,x,Ja,fa,ys;return q=new A({props:{code:"cGlwJTIwaW5zdGFsbCUyMGRhdGFzZXRzJTVCYXVkaW8lNUQ=",highlighted:"pip install datasets[audio]"}}),W=new A({props:{code:"ZnJvbSUyMGRhdGFzZXRzJTIwaW1wb3J0JTIwbG9hZF9kYXRhc2V0JTBBJTBBbWluZHMlMjAlM0QlMjBsb2FkX2RhdGFzZXQoJTIyUG9seUFJJTJGbWluZHMxNCUyMiUyQyUyMG5hbWUlM0QlMjJlbi1BVSUyMiUyQyUyMHNwbGl0JTNEJTIydHJhaW4lMjIpJTBBbWluZHM=",highlighted:`<span class="hljs-keyword">from</span> datasets <span class="hljs-keyword">import</span> load_dataset

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`}}),R=new A({props:{code:"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",highlighted:`Dataset(
    <span class="hljs-punctuation">{</span>
<span class="hljs-symbol">        features:</span> [
            <span class="hljs-string">&quot;path&quot;</span>,
            <span class="hljs-string">&quot;audio&quot;</span>,
            <span class="hljs-string">&quot;transcription&quot;</span>,
            <span class="hljs-string">&quot;english_transcription&quot;</span>,
            <span class="hljs-string">&quot;intent_class&quot;</span>,
            <span class="hljs-string">&quot;lang_id&quot;</span>,
        ],
<span class="hljs-symbol">        num_rows:</span> <span class="hljs-number">654</span>,
    <span class="hljs-punctuation">}</span>
)`}}),F=new A({props:{code:"ZXhhbXBsZSUyMCUzRCUyMG1pbmRzJTVCMCU1RCUwQWV4YW1wbGU=",highlighted:`example = minds[<span class="hljs-number">0</span>]
example`}}),N=new A({props:{code:"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",highlighted:`{
    <span class="hljs-comment">&quot;path&quot;</span>: <span class="hljs-comment">&quot;/root/.cache/huggingface/datasets/downloads/extracted/f14948e0e84be638dd7943ac36518a4cf3324e8b7aa331c5ab11541518e9368c/en-AU~PAY_BILL/response_4.wav&quot;</span>,
    <span class="hljs-comment">&quot;audio&quot;</span>: {
        <span class="hljs-comment">&quot;path&quot;</span>: <span class="hljs-comment">&quot;/root/.cache/huggingface/datasets/downloads/extracted/f14948e0e84be638dd7943ac36518a4cf3324e8b7aa331c5ab11541518e9368c/en-AU~PAY_BILL/response_4.wav&quot;</span>,
        <span class="hljs-comment">&quot;array&quot;</span>: array(
            [<span class="hljs-number">0.0</span>, <span class="hljs-number">0.00024414</span>, <span class="hljs-number">-0.00024414</span>, ..., <span class="hljs-number">-0.00024414</span>, <span class="hljs-number">0.00024414</span>, <span class="hljs-number">0.0012207</span>],
            dtype=float32,
        ),
        <span class="hljs-comment">&quot;sampling_rate&quot;</span>: <span class="hljs-number">8000</span>,
    },
    <span class="hljs-comment">&quot;transcription&quot;</span>: <span class="hljs-comment">&quot;I would like to pay my electricity bill using my card can you please assist&quot;</span>,
    <span class="hljs-comment">&quot;english_transcription&quot;</span>: <span class="hljs-comment">&quot;I would like to pay my electricity bill using my card can you please assist&quot;</span>,
    <span class="hljs-comment">&quot;intent_class&quot;</span>: <span class="hljs-number">13</span>,
    <span class="hljs-comment">&quot;lang_id&quot;</span>: <span class="hljs-number">2</span>,
}`}}),S=new A({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>])`}}),Y=new A({props:{code:"JTIycGF5X2JpbGwlMjI=",highlighted:'<span class="hljs-string">&quot;pay_bill&quot;</span>'}}),D=new A({props:{code:"Y29sdW1uc190b19yZW1vdmUlMjAlM0QlMjAlNUIlMjJsYW5nX2lkJTIyJTJDJTIwJTIyZW5nbGlzaF90cmFuc2NyaXB0aW9uJTIyJTVEJTBBbWluZHMlMjAlM0QlMjBtaW5kcy5yZW1vdmVfY29sdW1ucyhjb2x1bW5zX3RvX3JlbW92ZSklMEFtaW5kcw==",highlighted:`columns_to_remove = [<span class="hljs-string">&quot;lang_id&quot;</span>, <span class="hljs-string">&quot;english_transcription&quot;</span>]
minds = minds.remove_columns(columns_to_remove)
minds`}}),g=new A({props:{code:"RGF0YXNldCglN0JmZWF0dXJlcyUzQSUyMCU1QiUyMnBhdGglMjIlMkMlMjAlMjJhdWRpbyUyMiUyQyUyMCUyMnRyYW5zY3JpcHRpb24lMjIlMkMlMjAlMjJpbnRlbnRfY2xhc3MlMjIlNUQlMkMlMjBudW1fcm93cyUzQSUyMDY1NCU3RCk=",highlighted:'<span class="hljs-constructor">Dataset({<span class="hljs-params">features</span>: [<span class="hljs-string">&quot;path&quot;</span>, <span class="hljs-string">&quot;audio&quot;</span>, <span class="hljs-string">&quot;transcription&quot;</span>, <span class="hljs-string">&quot;intent_class&quot;</span>], <span class="hljs-params">num_rows</span>: 654})</span>'}}),X=new A({props:{code:"aW1wb3J0JTIwZ3JhZGlvJTIwYXMlMjBnciUwQSUwQSUwQWRlZiUyMGdlbmVyYXRlX2F1ZGlvKCklM0ElMEElMjAlMjAlMjAlMjBleGFtcGxlJTIwJTNEJTIwbWluZHMuc2h1ZmZsZSgpJTVCMCU1RCUwQSUyMCUyMCUyMCUyMGF1ZGlvJTIwJTNEJTIwZXhhbXBsZSU1QiUyMmF1ZGlvJTIyJTVEJTBBJTIwJTIwJTIwJTIwcmV0dXJuJTIwKCUwQSUyMCUyMCUyMCUyMCUyMCUyMCUyMCUyMGF1ZGlvJTVCJTIyc2FtcGxpbmdfcmF0ZSUyMiU1RCUyQyUwQSUyMCUyMCUyMCUyMCUyMCUyMCUyMCUyMGF1ZGlvJTVCJTIyYXJyYXklMjIlNUQlMkMlMEElMjAlMjAlMjAlMjApJTJDJTIwaWQybGFiZWwoZXhhbXBsZSU1QiUyMmludGVudF9jbGFzcyUyMiU1RCklMEElMEElMEF3aXRoJTIwZ3IuQmxvY2tzKCklMjBhcyUyMGRlbW8lM0ElMEElMjAlMjAlMjAlMjB3aXRoJTIwZ3IuQ29sdW1uKCklM0ElMEElMjAlMjAlMjAlMjAlMjAlMjAlMjAlMjBmb3IlMjBfJTIwaW4lMjByYW5nZSg0KSUzQSUwQSUyMCUyMCUyMCUyMCUyMCUyMCUyMCUyMCUyMCUyMCUyMCUyMGF1ZGlvJTJDJTIwbGFiZWwlMjAlM0QlMjBnZW5lcmF0ZV9hdWRpbygpJTBBJTIwJTIwJTIwJTIwJTIwJTIwJTIwJTIwJTIwJTIwJTIwJTIwb3V0cHV0JTIwJTNEJTIwZ3IuQXVkaW8oYXVkaW8lMkMlMjBsYWJlbCUzRGxhYmVsKSUwQSUwQWRlbW8ubGF1bmNoKGRlYnVnJTNEVHJ1ZSk=",highlighted:`<span class="hljs-keyword">import</span> gradio <span class="hljs-keyword">as</span> gr


<span class="hljs-keyword">def</span> <span class="hljs-title function_">generate_audio</span>():
    example = minds.shuffle()[<span class="hljs-number">0</span>]
    audio = example[<span class="hljs-string">&quot;audio&quot;</span>]
    <span class="hljs-keyword">return</span> (
        audio[<span class="hljs-string">&quot;sampling_rate&quot;</span>],
        audio[<span class="hljs-string">&quot;array&quot;</span>],
    ), id2label(example[<span class="hljs-string">&quot;intent_class&quot;</span>])


<span class="hljs-keyword">with</span> gr.Blocks() <span class="hljs-keyword">as</span> demo:
    <span class="hljs-keyword">with</span> gr.Column():
        <span class="hljs-keyword">for</span> _ <span class="hljs-keyword">in</span> <span class="hljs-built_in">range</span>(<span class="hljs-number">4</span>):
            audio, label = generate_audio()
            output = gr.Audio(audio, label=label)

demo.launch(debug=<span class="hljs-literal">True</span>)`}}),z=new A({props:{code:"aW1wb3J0JTIwbGlicm9zYSUwQWltcG9ydCUyMG1hdHBsb3RsaWIucHlwbG90JTIwYXMlMjBwbHQlMEFpbXBvcnQlMjBsaWJyb3NhLmRpc3BsYXklMEElMEFhcnJheSUyMCUzRCUyMGV4YW1wbGUlNUIlMjJhdWRpbyUyMiU1RCU1QiUyMmFycmF5JTIyJTVEJTBBc2FtcGxpbmdfcmF0ZSUyMCUzRCUyMGV4YW1wbGUlNUIlMjJhdWRpbyUyMiU1RCU1QiUyMnNhbXBsaW5nX3JhdGUlMjIlNUQlMEElMEFwbHQuZmlndXJlKCkuc2V0X2ZpZ3dpZHRoKDEyKSUwQWxpYnJvc2EuZGlzcGxheS53YXZlc2hvdyhhcnJheSUyQyUyMHNyJTNEc2FtcGxpbmdfcmF0ZSk=",highlighted:`<span class="hljs-keyword">import</span> librosa
<span class="hljs-keyword">import</span> matplotlib.pyplot <span class="hljs-keyword">as</span> plt
<span class="hljs-keyword">import</span> librosa.display

array = example[<span class="hljs-string">&quot;audio&quot;</span>][<span class="hljs-string">&quot;array&quot;</span>]
sampling_rate = example[<span class="hljs-string">&quot;audio&quot;</span>][<span class="hljs-string">&quot;sampling_rate&quot;</span>]

plt.figure().set_figwidth(<span class="hljs-number">12</span>)
librosa.display.waveshow(array, sr=sampling_rate)`}}),{c(){I=p("meta"),$l=y(),B=p("h1"),Us=M("\u52A0\u8F7D\u97F3\u9891\u6570\u636E\u96C6"),Zl=y(),H=p("p"),ms=M("\u672C\u8282\u4E2D\u6211\u4EEC\u5C06\u4F1A\u4F7F\u7528\u{1F917} Datasets\u6765\u83B7\u53D6\u97F3\u9891\u6570\u636E\u96C6\u3002\u{1F917} Datasets\u662F\u4E00\u4E2A\u4E0B\u8F7D\u548C\u51C6\u5907\u6570\u636E\u96C6\u7684\u5F00\u6E90\u5DE5\u5177\uFF0C\u5305\u542B\u4E86\u97F3\u9891\u5728\u5185\u7684\u5404\u79CD\u6A21\u6001\u6570\u636E\u3002\u8BE5\u5DE5\u5177\u96C6\u4E3AHugging Face Hub\u4E0A\u516C\u5F00\u7684\u673A\u5668\u5B66\u4E60\u6570\u636E\u96C6\u63D0\u4F9B\u4E86\u6613\u7528\u7684\u63A5\u53E3\u3002\u6B64\u5916\uFF0C\u{1F917} 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