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hfapi

★ 76 Open GitHub ↗

Simple Python client for the Hugging Face Inference API

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# HF API

Beta API client for Hugging Face Inference API. Directly call any model available in the Model Hub https://huggingface.co/models.

See example inference widget on https://huggingface.co/distilbert-base-uncased.

Client also takes an option api key for authorized access. These are available on your huggingface profile.

```
pip install git+https://github.com/huggingface/hfapi/
```

```python
import hfapi
client = hfapi.Client()
```

## Question Answering

```python
client.question_answering("Where does she live?", "She lives in Berlin.")
```

> {'score': 0.9375529668751711, 'start': 13, 'end': 19, 'answer': 'Berlin.'}

## Text Generation

```python
client.text_generation("My name is Julien and I like to ", model="gpt2")
```

> [{'generated_text': "My name is Julien and I like to \xa0play guitar, rock, record record, I can't thi
nk of a more unique band, I feel like i'm really connected, I always want to work and im passionate, thi
s feels like the"}]

## Summarization

```python
client.summarization("The tower is 324 metres (1,063 ft) tall, about the same height as an 81-storey building, and the tallest structure in Paris. Its base is square, measuring 125 metres (410 ft) on each side. During its construction, the Eiffel Tower surpassed the Washington Monument to become the tallest man-made structure in the world, a title it held for 41 years until the Chrysler Building in New York City was finished in 1930. It was the first structure to reach a height of 300 metres. Due to the addition of a broadcasting aerial at the top of the tower in 1957, it is now taller than the Chrysler Building by 5.2 metres (17 ft). Excluding transmitters, the Eiffel Tower is the second tallest free-standing structure in France after the Millau Viaduct.")
```

> [{'summary_text': ' The Eiffel Tower in Paris has officially opened its doors to the public.'}]

## Mask Filling

```python
client.fill_mask("Paris is the [MASK] of France."))
```

> [{'sequence': '[CLS] paris is the capital of france. [SEP]', 'score': 0.9815465807914734, 'token': 3007, 'token_str': 'capital'}, {'sequence': '[CLS] paris is the birthplace of france. [SEP]', 'score': 0.00334245921112597, 'token': 14508, 'token_str': 'birthplace'}, {'sequence': '[CLS] paris is the northernmost of france. [SEP]', 'score': 0.001044721808284521, 'token': 22037, 'token_str': 'northernmost'}, {'sequence': '[CLS] paris is the centre of france. [SEP]', 'score': 0.001004318823106587, 'token': 2803, 'token_str': 'centre'}, {'sequence': '[CLS] paris is the southernmost of france. [SEP]', 'score': 0.0007803254993632436, 'token': 21787, 'token_str': 'southernmost'}]

## Text Classification

```python
client.text_classification("I hated the movie!")
```

> [[{'label': 'NEGATIVE', 'score': 0.9996837973594666}, {'label': 'POSITIVE', 'score': 0.0003162133798468858}]]

## Token Classification

```python
client.token_classification("My name is Sarah and I live in London")
```

> [{'entity_group': 'B-PER', 'score': 0.9985478520393372, 'word': 'Sarah'}, {'entity_group': 'B-LOC', 'score': 0.999621570110321, 'word': 'London'}]

hfapi

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