import{S as tr,i as sr,s as ar,e as o,k as c,t as a,w as dt,M as lr,c as r,d as s,m as u,a as i,h as l,x as mt,b as f,N as Hl,G as t,g as n,y as ht,L as or,q as _t,o as Et,B as vt,v as rr}from"../../chunks/vendor-hf-doc-builder.js";import{I as ir}from"../../chunks/IconCopyLink-hf-doc-builder.js";import{C as Ul}from"../../chunks/CodeBlock-hf-doc-builder.js";import{D as pr}from"../../chunks/DocNotebookDropdown-hf-doc-builder.js";function nr(Rl){let $,bt,B,ws,yt,J,wt,P,js,De,qs,ks,jt,K,Ds,qt,A,Cs,Ce,xs,$s,kt,oe,xe,Os,Dt,re,Ps,Ct,j,ie,$e,As,Is,Gs,q,Oe,Ns,Ls,Pe,Ts,Ss,Ae,gs,Fs,Ms,I,Ie,Hs,Us,Ge,Rs,zs,xt,G,Bs,W,Js,Ks,$t,d,Ws,pe,Ys,Qs,Ne,Vs,Xs,Le,Zs,ea,Te,ta,sa,Se,aa,la,Ot,Y,oa,Pt,ne,ra,At,ce,ia,It,b,pa,ge,na,ca,Fe,ua,fa,Me,da,ma,Gt,h,ha,He,_a,Ea,Ue,va,ba,Re,ya,wa,ze,ja,qa,Nt,N,ka,Be,Da,Ca,Lt,Q,Tt,L,xa,V,$a,Oa,St,_,zl,gt,ue,Pa,Ft,X,Aa,Mt,fe,Ia,Ht,de,Ga,Ut,me,Na,Rt,T,Je,La,Ta,Ke,Sa,zt,S,ga,We,Fa,Ma,Bt,Z,Jt,E,Bl,Kt,O,g,Ye,ee,Ha,he,Qe,Ua,Ra,Wt,F,za,Ve,Ba,Ja,Yt,M,Ka,Xe,Wa,Ya,Qt,H,Qa,Ze,Va,Xa,Vt,k,_e,et,Za,el,tl,Ee,tt,sl,al,ll,ve,st,ol,rl,Xt,U,il,at,pl,nl,Zt,te,cl,es,D,ul,lt,fl,dl,ot,ml,hl,ts,m,_l,rt,El,vl,be,bl,yl,it,wl,jl,pt,ql,kl,nt,Dl,Cl,ss,se,as,R,xl,ae,$l,Ol,ls,v,Jl,os,C,Pl,ct,Al,Il,ut,Gl,Nl,rs,ye,Ll,is;return J=new pr({props:{classNames:"absolute z-10 right-0 top-0",options:[{label:"Google Colab",value:"https://colab.research.google.com/github/huggingface/notebooks/blob/master/course/chapter9/section3.ipynb"},{label:"Aws Studio",value:"https://studiolab.sagemaker.aws/import/github/huggingface/notebooks/blob/master/course/chapter9/section3.ipynb"}]}}),Q=new Ul({props:{code:`import numpy as np
import gradio as gr


def reverse_audio(audio):
    sr, data = audio
    reversed_audio = (sr, np.flipud(data))
    return reversed_audio


mic = gr.Audio(source="microphone", type="numpy", label="Speak here...")
gr.Interface(reverse_audio, mic, "audio").launch()`,highlighted:`<span class="hljs-keyword">import</span> numpy <span class="hljs-keyword">as</span> np
<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_">reverse_audio</span>(<span class="hljs-params">audio</span>):
    sr, data = audio
    reversed_audio = (sr, np.flipud(data))
    <span class="hljs-keyword">return</span> reversed_audio


mic = gr.Audio(source=<span class="hljs-string">&quot;microphone&quot;</span>, <span class="hljs-built_in">type</span>=<span class="hljs-string">&quot;numpy&quot;</span>, label=<span class="hljs-string">&quot;Speak here...&quot;</span>)
gr.Interface(reverse_audio, mic, <span class="hljs-string">&quot;audio&quot;</span>).launch()`}}),Z=new Ul({props:{code:`import numpy as np
import gradio as gr

notes = ["C", "C#", "D", "D#", "E", "F", "F#", "G", "G#", "A", "A#", "B"]


def generate_tone(note, octave, duration):
    sr = 48000
    a4_freq, tones_from_a4 = 440, 12 * (octave - 4) + (note - 9)
    frequency = a4_freq * 2 ** (tones_from_a4 / 12)
    duration = int(duration)
    audio = np.linspace(0, duration, duration * sr)
    audio = (20000 * np.sin(audio * (2 * np.pi * frequency))).astype(np.int16)
    return (sr, audio)


gr.Interface(
    generate_tone,
    [
        gr.Dropdown(notes, type="index"),
        gr.Slider(minimum=4, maximum=6, step=1),
        gr.Textbox(type="number", value=1, label="Duration in seconds"),
    ],
    "audio",
).launch()`,highlighted:`<span class="hljs-keyword">import</span> numpy <span class="hljs-keyword">as</span> np
<span class="hljs-keyword">import</span> gradio <span class="hljs-keyword">as</span> gr

notes = [<span class="hljs-string">&quot;C&quot;</span>, <span class="hljs-string">&quot;C#&quot;</span>, <span class="hljs-string">&quot;D&quot;</span>, <span class="hljs-string">&quot;D#&quot;</span>, <span class="hljs-string">&quot;E&quot;</span>, <span class="hljs-string">&quot;F&quot;</span>, <span class="hljs-string">&quot;F#&quot;</span>, <span class="hljs-string">&quot;G&quot;</span>, <span class="hljs-string">&quot;G#&quot;</span>, <span class="hljs-string">&quot;A&quot;</span>, <span class="hljs-string">&quot;A#&quot;</span>, <span class="hljs-string">&quot;B&quot;</span>]


<span class="hljs-keyword">def</span> <span class="hljs-title function_">generate_tone</span>(<span class="hljs-params">note, octave, duration</span>):
    sr = <span class="hljs-number">48000</span>
    a4_freq, tones_from_a4 = <span class="hljs-number">440</span>, <span class="hljs-number">12</span> * (octave - <span class="hljs-number">4</span>) + (note - <span class="hljs-number">9</span>)
    frequency = a4_freq * <span class="hljs-number">2</span> ** (tones_from_a4 / <span class="hljs-number">12</span>)
    duration = <span class="hljs-built_in">int</span>(duration)
    audio = np.linspace(<span class="hljs-number">0</span>, duration, duration * sr)
    audio = (<span class="hljs-number">20000</span> * np.sin(audio * (<span class="hljs-number">2</span> * np.pi * frequency))).astype(np.int16)
    <span class="hljs-keyword">return</span> (sr, audio)


gr.Interface(
    generate_tone,
    [
        gr.Dropdown(notes, <span class="hljs-built_in">type</span>=<span class="hljs-string">&quot;index&quot;</span>),
        gr.Slider(minimum=<span class="hljs-number">4</span>, maximum=<span class="hljs-number">6</span>, step=<span class="hljs-number">1</span>),
        gr.Textbox(<span class="hljs-built_in">type</span>=<span class="hljs-string">&quot;number&quot;</span>, value=<span class="hljs-number">1</span>, label=<span class="hljs-string">&quot;Duration in seconds&quot;</span>),
    ],
    <span class="hljs-string">&quot;audio&quot;</span>,
).launch()`}}),ee=new ir({}),se=new Ul({props:{code:`from transformers import pipeline
import gradio as gr

model = pipeline("automatic-speech-recognition")


def transcribe_audio(mic=None, file=None):
    if mic is not None:
        audio = mic
    elif file is not None:
        audio = file
    else:
        return "You must either provide a mic recording or a file"
    transcription = model(audio)["text"]
    return transcription


gr.Interface(
    fn=transcribe_audio,
    inputs=[
        gr.Audio(source="microphone", type="filepath", optional=True),
        gr.Audio(source="upload", type="filepath", optional=True),
    ],
    outputs="text",
).launch()`,highlighted:`<span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> pipeline
<span class="hljs-keyword">import</span> gradio <span class="hljs-keyword">as</span> gr

model = pipeline(<span class="hljs-string">&quot;automatic-speech-recognition&quot;</span>)


<span class="hljs-keyword">def</span> <span class="hljs-title function_">transcribe_audio</span>(<span class="hljs-params">mic=<span class="hljs-literal">None</span>, file=<span class="hljs-literal">None</span></span>):
    <span class="hljs-keyword">if</span> mic <span class="hljs-keyword">is</span> <span class="hljs-keyword">not</span> <span class="hljs-literal">None</span>:
        audio = mic
    <span class="hljs-keyword">elif</span> file <span class="hljs-keyword">is</span> <span class="hljs-keyword">not</span> <span class="hljs-literal">None</span>:
        audio = file
    <span class="hljs-keyword">else</span>:
        <span class="hljs-keyword">return</span> <span class="hljs-string">&quot;You must either provide a mic recording or a file&quot;</span>
    transcription = model(audio)[<span class="hljs-string">&quot;text&quot;</span>]
    <span class="hljs-keyword">return</span> transcription


gr.Interface(
    fn=transcribe_audio,
    inputs=[
        gr.Audio(source=<span class="hljs-string">&quot;microphone&quot;</span>, <span class="hljs-built_in">type</span>=<span class="hljs-string">&quot;filepath&quot;</span>, optional=<span class="hljs-literal">True</span>),
        gr.Audio(source=<span class="hljs-string">&quot;upload&quot;</span>, <span class="hljs-built_in">type</span>=<span class="hljs-string">&quot;filepath&quot;</span>, optional=<span class="hljs-literal">True</span>),
    ],
    outputs=<span class="hljs-string">&quot;text&quot;</span>,
).launch()`}}),{c(){$=o("meta"),bt=c(),B=o("h1"),ws=a("\u4E86\u89E3\u63A5\u53E3\u7C7B"),yt=c(),dt(J.$$.fragment),wt=c(),P=o("p"),js=a("\u5728\u672C\u8282\u4E2D\uFF0C\u6211\u4EEC\u5C06\u4ED4\u7EC6\u7814\u7A76 "),De=o("code"),qs=a("Interface"),ks=a(" \u7C7B\uFF0C\u5E76\u4E86\u89E3\u7528\u4E8E\u521B\u5EFA\u5176\u7684\u4E3B\u8981\u53C2\u6570\u3002"),jt=c(),K=o("h2"),Ds=a("\u5982\u4F55\u521B\u5EFA\u63A5\u53E3"),qt=c(),A=o("p"),Cs=a("\u60A8\u4F1A\u6CE8\u610F\u5230 "),Ce=o("code"),xs=a("Interface"),$s=a(" \u7C7B\u6709 3 \u4E2A\u5FC5\u9700\u53C2\u6570\uFF1A"),kt=c(),oe=o("p"),xe=o("code"),Os=a("Interface(fn, inputs, outputs, ...)"),Dt=c(),re=o("p"),Ps=a("\u8FD9\u4E9B\u53C2\u6570\u662F\uFF1A"),Ct=c(),j=o("ul"),ie=o("li"),$e=o("code"),As=a("fn"),Is=a(": \u7531 Gradio \u63A5\u53E3\u5305\u88C5\u7684\u9884\u6D4B\u51FD\u6570\u3002 \u8BE5\u51FD\u6570\u53EF\u4EE5\u63A5\u53D7\u4E00\u4E2A\u6216\u591A\u4E2A\u53C2\u6570\u5E76\u8FD4\u56DE\u4E00\u4E2A\u6216\u591A\u4E2A\u503C"),Gs=c(),q=o("li"),Oe=o("code"),Ns=a("inputs"),Ls=a(": \u8F93\u5165\u7EC4\u4EF6\u7C7B\u578B\u3002 Gradio \u63D0\u4F9B\u4E86\u8BB8\u591A\u9884\u6784\u5EFA\u7684\u7EC4\u4EF6\uFF0C\u4F8B\u5982"),Pe=o("code"),Ts=a('"image"'),Ss=a(" \u6216"),Ae=o("code"),gs=a('"mic"'),Fs=a("\u3002"),Ms=c(),I=o("li"),Ie=o("code"),Hs=a("outputs"),Us=a(": \u8F93\u51FA\u7EC4\u4EF6\u7C7B\u578B\u3002 \u540C\u6837\uFF0CGradio \u63D0\u4F9B\u4E86\u8BB8\u591A\u9884\u6784\u5EFA\u7684\u7EC4\u4EF6\uFF0C\u4F8B\u5982 "),Ge=o("code"),Rs=a("\u201C\u56FE\u50CF\u201D"),zs=a("\u6216\u201C\u6807\u7B7E\u201D`\u3002"),xt=c(),G=o("p"),Bs=a("\u6709\u5173\u7EC4\u4EF6\u7684\u5B8C\u6574\u5217\u8868\uFF0C"),W=o("a"),Js=a("\u8BF7\u53C2\u9605 Gradio \u6587\u6863"),Ks=a("\u3002 \u6BCF\u4E2A\u9884\u6784\u5EFA\u7684\u7EC4\u4EF6\u90FD\u53EF\u4EE5\u901A\u8FC7\u5B9E\u4F8B\u5316\u8BE5\u7EC4\u4EF6\u5BF9\u5E94\u7684\u7C7B\u6765\u5B9A\u5236\u3002"),$t=c(),d=o("p"),Ws=a("\u4F8B\u5982\uFF0C\u6B63\u5982\u6211\u4EEC\u5728 "),pe=o("a"),Ys=a("\u4E0A\u4E00\u8282"),Qs=a(" \u4E2D\u770B\u5230\u7684\uFF0C\u60A8\u53EF\u4EE5\u4F20\u5165\u4E00\u4E2A "),Ne=o("code"),Vs=a('Textbox(lines=7, label="Prompt")'),Xs=a(" \u7EC4\u4EF6\u6765\u521B\u5EFA\u4E00\u4E2A\u5305\u542B 7 \u884C\u548C\u4E00\u4E2A\u6807\u7B7E\u7684\u6587\u672C\u6846\uFF0C\u800C\u4E0D\u662F\u5C06 "),Le=o("code"),Zs=a('"textbox"'),ea=a(" \u4F20\u9012\u7ED9 "),Te=o("code"),ta=a("inputs"),sa=a(` \u53C2\u6570\u3002
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