Question answering on russian with XLMRobertaLarge as a service

Related tags

Text Processingqa-roberta-ru-saas
Overview

QA Roberta Ru SaaS

Question answering on russian with XLMRobertaLarge as a service. Thanks for the model to Alexander Kaigorodov.

Stack

  • Flask
  • Gunicorn

Build image

sudo docker build . --tag qa-roberta-ru-saas

Run on CPU and predict

sudo docker run --rm -p 8080:8080 --name qa-roberta-ru-saas qa-roberta-ru-saas

curl -H "Content-Type: application/json" --data @tests/app/data/test_input.json 0.0.0.0:8080/predict

Run on GPU

Change device to cuda:0 in config before docker build:

device: cuda:0

After build:

sudo docker run --rm --gpus 0 -p 8080:8080 --name qa-roberta-ru-saas qa-roberta-ru-saas

To run with restart:

sudo docker run --gpus 0 -p 8080:8080 --restart always --name qa-roberta-ru-saas qa-roberta-ru-saas

To stop it later:

docker update --restart unless-stopped qa-roberta-ru-saas

To run tests:

pytest tests/

To run app without docker container

PYTHONPATH=. python app/app_main.py

TODO:

  • GPU/CPU support
  • Support of context longer than 512 bpe
  • Predict on long context with sliding window
Owner
Gladkikh Prohor
Data Science Team Lead at Sber. Master's degree at Moscow Institute of Physics and Technology in 2015.
Gladkikh Prohor
GitHub Repository
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