import{s as Et,f as lt,n as Ht,o as Wt}from"../chunks/scheduler.37c15a92.js";import{S as Rt,i as Lt,g as i,s as a,r as y,A as Qt,h as p,f as l,c as n,j as re,u as m,x as o,k as r,y as St,a as s,v as d,d as w,t as T,w as j}from"../chunks/index.2bf4358c.js";import{C as st}from"../chunks/CodeBlock.4e987730.js";import{D as Vt}from"../chunks/DocNotebookDropdown.efc1fb7c.js";import{H as ie,E as Nt}from"../chunks/getInferenceSnippets.648f38f6.js";function Xt(at){let J,ue,pe,Me,h,ce,f,ye,U,nt="在本節中，我們將仔細研究 <code>Interface</code> 類，並瞭解用於創建其的主要參數。",me,b,de,I,it="您會注意到 <code>Interface</code> 類有 3 個必需參數：",we,C,pt="<code>Interface(fn, inputs, outputs, ...)</code>",Te,v,ot="這些參數是：",je,k,rt="<li><code>fn</code>: 由 Gradio 接口包裝的預測函數。 該函數可以接受一個或多個參數並返回一個或多個值</li> <li><code>inputs</code>: 輸入組件類型。 Gradio 提供了許多預構建的組件，例如<code>&quot;image&quot;</code> 或<code>&quot;mic&quot;</code>。</li> <li><code>outputs</code>: 輸出組件類型。 同樣，Gradio 提供了許多預構建的組件，例如 <code>“圖像”</code>或“標籤”`。</li>",Je,g,ut='有關組件的完整列表，<a href="https://gradio.app/docs" rel="nofollow">請參閱 Gradio 文檔</a>。 每個預構建的組件都可以通過實例化該組件對應的類來定製。',he,A,Mt=`例如，正如我們在 <a href="/course/chapter9/2">上一節</a> 中看到的，您可以傳入一個 <code>Textbox(lines=7, label=&quot;Prompt&quot;)</code> 組件來創建一個包含 7 行和一個標籤的文本框，而不是將 <code>&quot;textbox&quot;</code> 傳遞給 <code>inputs</code> 參數。
讓我們看另一個例子，這次是一個 <code>Audio</code> 組件。`,fe,x,Ue,$,ct=`如前所述，Gradio 提供了許多不同的輸入和輸出。
因此，讓我們構建一個適用於音頻的“接口”。`,be,G,yt="在這個例子中，我們將構建一個音頻到音頻的函數，它需要一個音頻文件並簡單地反轉它。",Ie,B,mt="我們將使用 <code>Audio</code> 組件作為輸入。 使用 <code>Audio</code> 組件時，您可以指定希望音頻的 <code>source</code> 是用戶上傳的文件還是用戶錄製聲音的麥克風。 在這種情況下，讓我們將其設置為“麥克風”。 只是為了好玩，我們會在我們的“音頻”中添加一個標籤，上面寫著“在這裡說話……”。",Ce,Z,dt="此外，我們希望將音頻作為 numpy 數組接收，以便我們可以輕鬆地“反轉”它。 所以我們將 <code>&quot;type&quot;</code> 設置為 <code>&quot;numpy&quot;</code>，它會傳遞輸入data 作為 (<code>sample_rate</code>, <code>data</code>) 的元組進入我們的函數。",ve,_,wt="我們還將使用 <code>Audio</code> 輸出組件，它可以自動將具有采樣率和 numpy 數據數組的元組渲染為可播放的音頻文件。 在這種情況下，我們不需要進行任何自定義，因此我們將使用字符串快捷方式“audio”。",ke,q,ge,E,Tt=`上面的代碼會產生一個類似下面的界面（如果你的瀏覽器沒有
詢問您的麥克風權限， <a href="https://huggingface.co/spaces/course-demos/audio-reverse" target="_blank">open the demo in  a separate tab</a>.)`,Ae,u,jt,xe,H,Jt="您現在應該能夠錄製自己的聲音並聽到自己在反向說話 - 聽起來好怪👻!",$e,W,Ge,R,ht="假設我們有一個更復雜的函數，有多個輸入和輸出。在下面的示例中，我們有一個接受下拉索引、滑塊值和數字的函數，並返回一個音調的音頻樣本。",Be,L,ft="看看我們如何傳遞輸入和輸出組件列表，看看你能不能跟上正在發生的事情。",Ze,Q,Ut="這裡的關鍵是當你通過時：",_e,S,bt="<li>輸入組件列表，每個組件依次對應一個參數。</li> <li>輸出組件列表，每個組件對應一個返回值。</li>",qe,V,It="下面的代碼片段顯示了三個輸入組件如何與 <code>generate_tone()</code> 函數的三個參數對齊：",Ee,N,He,M,Ct,We,X,Re,Y,vt=`到目前為止，我們已經使用了<code>launch()</code>方法來啟動界面，但是我們
還沒有真正討論過它的作用。`,Le,P,kt="默認情況下，<code>launch()</code> 方法將在 Web 服務器中啟動演示正在本地運行。 如果您在 Jupyter 或 Colab 筆記本中運行代碼，那麼Gradio 會將演示 GUI 嵌入到筆記本中，以便您輕鬆使用它。",Qe,z,gt="您可以通過不同的參數自定義 <code>launch()</code> 的行為：",Se,F,At="<li><code>inline</code> - whether to display the interface inline on Python notebooks.</li> <li><code>inbrowser</code> - whether to automatically launch the interface in a new tab on the default browser.</li> <li><code>share</code> - whether to create a publicly shareable link from your computer for the interface. Kind of like a Google Drive link!</li>",Ve,D,xt="我們將在下一節中更詳細地介紹 <code>share</code> 參數！",Ne,K,Xe,O,$t=`讓我們構建一個界面，讓您演示 <strong>speech-recognition</strong> 模型。
為了讓它變得有趣，我們將接受 <em>or</em> 麥克風輸入或上傳的文件。`,Ye,ee,Gt='像往常一樣，我們將使用 🤗 Transformers 中的 <code>pipeline()</code> 函數加載我們的語音識別模型。如果您需要快速複習，您可以返回 <a href="/course/chapter1/3">第 1 章中的那個部分</a>。 接下來，我們將實現一個 <code>transcribe_audio()</code> 函數來處理音頻並返回轉錄。 最後，我們將把這個函數包裝在一個 <code>Interface</code> 中，其中 <code>Audio</code> 組件用於輸入，只有文本用於輸出。 總而言之，此應用程序的代碼如下：',Pe,te,ze,le,Bt='如果您的瀏覽器沒有要求您提供麥克風權限，<a href="https://huggingface.co/spaces/course-demos/audio-reverse" target="_blank">open the demo in a separate tab</a>.',Fe,c,Zt,De,se,_t=`就是這樣！ 您現在可以使用此界面來轉錄音頻。 注意這裡
通過將 <code>optional</code> 參數作為 <code>True</code> 傳遞，我們允許用戶
提供麥克風或音頻文件（或兩者都不提供，但這會返回錯誤消息）。`,Ke,ae,qt="繼續看看如何與他人分享您的界面！",Oe,ne,et,oe,tt;return h=new ie({props:{title:"瞭解接口類",local:"瞭解接口類",headingTag:"h1"}}),f=new Vt({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"}]}}),b=new ie({props:{title:"如何創建接口",local:"如何創建接口",headingTag:"h2"}}),x=new ie({props:{title:"一個帶音頻的簡單示例",local:"一個帶音頻的簡單示例",headingTag:"h2"}}),q=new st({props:{code:"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",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()`,wrap:!1}}),W=new ie({props:{title:"處理多個輸入和輸出",local:"處理多個輸入和輸出",headingTag:"h2"}}),N=new st({props:{code:"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",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()`,wrap:!1}}),X=new ie({props:{title:"launch() 方法",local:"launch-方法",headingTag:"h3"}}),K=new ie({props:{title:"✏️ 讓我們應用它！",local:"-讓我們應用它",headingTag:"h2"}}),te=new st({props:{code:"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",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>,
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