Quora Insincere Questions Classification

4th Place Solution for Quora Insincere Questions Classification

Solution overview is as below:

Requirement

• docker >= 17.12.0
• docker-compose >= 1.19.0
• nvidia-docker2 >= 2.0.2

Getting started

🔰 Setup

Setup kaggle API credentials

Download kaggle.json and place in the location: ~/.kaggle/kaggle.json.
See details: https://github.com/Kaggle/kaggle-api

Build Docker image

docker-compose build

Download and unzip competition datasets

docker-compose run cpu kaggle competitions download quora-insincere-questions-classification -p input
unzip "input/*.zip" -d input

🚀 Train model

Train with GPU

docker-compose run gpu python exec/train.py -m python exec/train.py -m models/submit/submit1_embed_smpl_400.py -g <GPU_ID>

Train with CPU

docker-compose run cpu python exec/train.py -m python exec/train.py -m models/submit/submit1_embed_smpl_400.py

Contribution

Below command will run both flake8 and pytest:

$ docker-compose run test

Coding Guidelines

We use PEP8 syntax conventions, so please check your python changes:

$ docker-compose run cpu flake8

Testing

Before sending your PR, please make sure all tests are passing:

$ docker-compose run cpu nosetests