Metadata-Version: 2.1
Name: simple_nlp_library
Version: 1.4.0
Summary: Simple NLP library
Project-URL: Homepage, https://github.com/marekm4/simple_nlp_library
Project-URL: Bug Tracker, https://github.com/marekm4/simple_nlp_library/issues
Author-email: Marek Michalik <marekmichalik43@gmail.com>
License-File: LICENSE
Classifier: License :: OSI Approved :: MIT License
Classifier: Operating System :: OS Independent
Classifier: Programming Language :: Python :: 3
Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
Requires-Python: >=3.7
Description-Content-Type: text/markdown

# simple_nlp_library
Simple NLP library

## usage

### installation
```
python3 -m pip install --upgrade simple_nlp_library
```

### api

#### semantic_tokens

```python
preprocessing.semantic_tokens("The quick brown fox jumps over the lazy dog")
```

#### cosine_similarity
```python
metrics.cosine_similarity([1.0, 1.0, 1.0], [4.0, 4.0, 4.0])
```

#### inserting_distance
```python
metrics.inserting_distance("simple", "simpler")
```

#### inserting_similarity
```python
metrics.inserting_similarity("simple", "simpler")
```

#### embeddings
```python
vectors = embeddings.model()
vector = vectors["facebook"]
```

#### sentence similarity
```python
vectors = embeddings.model()
metrics.cosine_similarity(
    embeddings.tokens_vector(vectors, preprocessing.semantic_tokens("the slow brown bear jumped over the lazy dog")),
    embeddings.tokens_vector(vectors, preprocessing.semantic_tokens("the quick red fox jumped over the lazy cat")),
)
```
