Metadata-Version: 2.1
Name: keras-image-helper
Version: 0.0.1
Summary: A lightweight library for pre-processing images for pre-trained keras models
Home-page: https://github.com/alexeygrigorev/keras-image-helper
Author: Alexey Grigorev
Author-email: alexey@datatalks.club
License: WTFPL
Description: # Keras Image Helper
        
        A lightweight library for pre-processing images for pre-trained keras models
        
        Imagine you have a Keras model. To use it, you need to apply a certain pre-processing
        function to all the images. Something like that:
        
        ```python
        from tensorflow.keras.applications.xception import preprocess_input
        ```
        
        What if you want to now deploy this model to AWS Lambda? Or deploy your model with TF-Serving? 
        You don't want to use the entire TensorFlow package just for that.
        
        The solution is simple - use `keras_image_helper`
        
        ## Usage
        
        For an xception model:
        
        ```python
        from keras_image_helper import create_preprocessor
        preprocessor = create_preprocessor('xception', target_size=(299, 299))
        
        url = 'http://bit.ly/mlbookcamp-pants'
        X = preprocessor.from_url(url)
        ```
        
        Now you can use `X` for your model:
        
        ```python
        preds = model.predict(X)
        ```
        
        That's all :tada:
        
        For more examples, check [test.ipynb](test.ipynb)
        
        Currently you can use the following pre-processors:
        
        * `xception`
        * `resnet50`
        * `vgg16`
        * `inception_v3`
        
        If something you need is missing, PRs are welcome
        
        
        ## Installation 
        
        It's available on PyPI, so you can install it with pip:
        
        ```bash
        pip install keras_image_helper
        ```
        
        Or with Pipenv:
        
        ```bash
        pipenv install keras_image_helper
        ```
        
        You can also install the latest version from this repo:
        
        ```bash
        git clone git@github.com:alexeygrigorev/keras-image-helper.git
        python setup.py install
        ```
        
        
        ## Publishing
        
        Use twine for that:
        
        ```bash
        pip install twine
        ```
        
        Generate a wheel:
        
        ```python
        python setup.py sdist bdist_wheel
        ```
        
        Check the packages:
        
        ```bash
        twine check dist/*
        ```
        
        Upload the library to test PyPI to verify everything is working:
        
        ```bash
        twine upload --repository-url https://test.pypi.org/legacy/ dist/*
        ```
        
        
Platform: UNKNOWN
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.6
Classifier: Programming Language :: Python :: 3.7
Classifier: Programming Language :: Python :: 3.8
Description-Content-Type: text/markdown
