https://github.com/deven96/pneumoniapredictionapi

flask app wrapped around a keras pneumonia classifier
https://github.com/deven96/pneumoniapredictionapi

Last synced: 19 days ago
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flask app wrapped around a keras pneumonia classifier

• Host: GitHub
• URL: https://github.com/deven96/pneumoniapredictionapi
• Owner: deven96
• License: mit
• Created: 2019-03-29T17:57:44.000Z (over 5 years ago)
• Default Branch: master
• Last Pushed: 2019-03-29T20:52:01.000Z (over 5 years ago)
• Last Synced: 2024-10-15T19:41:01.768Z (about 1 month ago)
• Language: Python
• Size: 11.7 KB
• Stars: 1
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Pnuemonia Prediction API

Flask API for binary classification of xray images for web application [PneuNet](https://github.com/deven96/PneuNet)

[![Build Status](https://travis-ci.org/deven96/PneumoniaPredictionAPI.svg?branch=master)](https://travis-ci.com/deven96/PneumoniaPredictionAPI)

![Docker Automated Build](https://img.shields.io/docker/automated/deven96/pneumonia-api.svg?style=flat)

![Docker Pulls](https://img.shields.io/docker/pulls/deven96/pneumonia-api.svg?style=flat)

[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)

- [ImageQ API](#imageq-api)

  - [Getting Started](#getting-started)

    - [Installation](#installation)

  - [Running Locally](#running-locally)

  - [Deploy](#deploy)

  - [Documentation](#documentation)

  - [Todo](#todo)

## Getting Started

Clone the repo

```bash

    # SSH

    git clone [email protected]:deven96/PneumoniaPredictionAPI.git

    # HTTPS

    git clone https://github.com/deven96/PneumoniaPredictionAPI.git

```

Activate virtual environment. All project work should be done in virtualenvs and virtualenv names must be added to gitignore

### Installation

- Install the requirements

```bash

    # install pipenv

    sudo pip3 install pipenv

    # install requirements

    pipenv install

```

## Running Locally

- With flask dev server

```bash

    python flask_api/run_keras_server.py

```

Configured to run on port 8008

- With Gunicorn (port 8008)

```bash

    gunicorn -b :8008 flask_api:app

```

## Deploy

The `/predict` endpoint on `master` branch of the repo is linked to automatically deploy to be hosted on [Google Cloud](https://pneumonia-api.appspot.com/predict)

## Documentation

Documentation including example use are available on [hosted version](https://pneumonia-api.appspot.com)

## Todo

- Setup GCP serving pipeline for API

- Integrate weight updates from colaboratory