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classifier = pipeline(<span class="hljs-string">&quot;sentiment-analysis&quot;</span>)
classifier(<span class="hljs-string">&quot;I&#x27;ve been waiting for a HuggingFace course my whole life.&quot;</span>)`}}),Fe=new I({props:{code:"[{'label': 'POSITIVE', 'score': 0.9598047137260437}]",highlighted:'[{<span class="hljs-string">&#x27;label&#x27;</span>: <span class="hljs-string">&#x27;POSITIVE&#x27;</span>, <span class="hljs-string">&#x27;score&#x27;</span>: <span class="hljs-number">0.9598047137260437</span>}]'}}),ze=new I({props:{code:`classifier(
    ["I've been waiting for a HuggingFace course my whole life.", "I hate this so much!"]
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    [<span class="hljs-string">&quot;I&#x27;ve been waiting for a HuggingFace course my whole life.&quot;</span>, <span class="hljs-string">&quot;I hate this so much!&quot;</span>]
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classifier = pipeline(<span class="hljs-string">&quot;zero-shot-classification&quot;</span>)
classifier(
    <span class="hljs-string">&quot;This is a course about the Transformers library&quot;</span>,
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generator = pipeline(<span class="hljs-string">&quot;text-generation&quot;</span>)
generator(<span class="hljs-string">&quot;In this course, we will teach you how to&quot;</span>)`}}),Ze=new I({props:{code:`[{'generated_text': 'In this course, we will teach you how to understand and use '
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generator = pipeline(<span class="hljs-string">&quot;text-generation&quot;</span>, model=<span class="hljs-string">&quot;distilgpt2&quot;</span>)
generator(
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    num_return_sequences=<span class="hljs-number">2</span>,
)`}}),es=new I({props:{code:`[{'generated_text': 'In this course, we will teach you how to manipulate the world and '
                    'move your mental and physical capabilities to your advantage.'},
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                    'time and real'}]`,highlighted:`[{<span class="hljs-string">&#x27;generated_text&#x27;</span>: <span class="hljs-string">&#x27;In this course, we will teach you how to manipulate the world and &#x27;</span>
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unmasker = pipeline(<span class="hljs-string">&quot;fill-mask&quot;</span>)
unmasker(<span class="hljs-string">&quot;This course will teach you all about &lt;mask&gt; models.&quot;</span>, top_k=<span class="hljs-number">2</span>)`}}),rs=new I({props:{code:`[{'sequence': 'This course will teach you all about mathematical models.',
  'score': 0.19619831442832947,
  'token': 30412,
  'token_str': ' mathematical'},
 {'sequence': 'This course will teach you all about computational models.',
  'score': 0.04052725434303284,
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ner = pipeline(<span class="hljs-string">&quot;ner&quot;</span>, grouped_entities=<span class="hljs-literal">True</span>)
ner(<span class="hljs-string">&quot;My name is Sylvain and I work at Hugging Face in Brooklyn.&quot;</span>)`}}),ps=new I({props:{code:`[{'entity_group': 'PER', 'score': 0.99816, 'word': 'Sylvain', 'start': 11, 'end': 18},
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 {'entity_group': 'LOC', 'score': 0.99321, 'word': 'Brooklyn', 'start': 49, 'end': 57}
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]`}}),ye=new Ce({props:{$$slots:{default:[Ep]},$$scope:{ctx:P}}}),fs=new ae({}),cs=new I({props:{code:"",highlighted:`<span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> pipeline

question_answerer = pipeline(<span class="hljs-string">&quot;question-answering&quot;</span>)
question_answerer(
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`,highlighted:`<span class="hljs-keyword">from</span> transformers <span class="hljs-keyword">import</span> pipeline

summarizer = pipeline(<span class="hljs-string">&quot;summarization&quot;</span>)
summarizer(
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    America has changed dramatically during recent years. Not only has the number of
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    are declining offerings in engineering subjects dealing with infrastructure,
    the environment, and related issues, and greater concentration on high
    technology subjects, largely supporting increasingly complex scientific
    developments. While the latter is important, it should not be at the expense
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    Rapidly developing economies such as China and India, as well as other
    industrial countries in Europe and Asia, continue to encourage and advance
    the teaching of engineering. Both China and India, respectively, graduate
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&quot;&quot;&quot;</span>
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translator = pipeline(<span class="hljs-string">&quot;translation&quot;</span>, model=<span class="hljs-string">&quot;Helsinki-NLP/opus-mt-fr-en&quot;</span>)
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