Twenty-Questions Game

팀원 소개

김다영	김다인	박성호 (PM)	박재형	서동건	정민지	최석민
Data, Serving	Data, MLOps	Data, MLOps, Serving	Data, Front-End	Data, Modeling	Data, MLOps, Serving	Data, Modeling, MLOps

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Project Flow

Model Overview

Extraction-based MRC model

• Get Answer of Question extracted from context
• Huggingface model hub : https://huggingface.co/NaDy/ko-mrc-model

BoolQA Model

• Get 3 Answer ( "YES" : 1, "NO" : 0, "NO ANSWER" : 2)
• Huggingface model hub : https://huggingface.co/rockmiin

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Product Overview

• API Product
  • Dockerizing two API server.
  • Provide differenet CUDA environments for two model.
• Web Product
  • Dockerizing flask web server.
  • Asynchronous connection for two API server.
• CI/CD
  • Airflow
    • Retrain Boolean QA Model.
    • Evaluate retrained model.
    • Upload model to Huggingface Hub.
  • Github Action
    • Build docker image of API product
    • Execute Github Runner to deploy new docker image.

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Airflow

Airflow documnet

API server

API document

API Demo

# Boolean QA Model Demo
$ ./bm-demo.sh
# Extraction-based QA Model Demo
$ ./em-demo.sh

API Docker Build

$ sudo ./build.sh

Front-end

Front-end Demo

$ cd app
$ pip install -r requirements.txt
$ python myapp.py

Front-end Docker Build

$ sudo docker-compose up -d --build app

Model

Train, Inference environments

$ pip install -r BoolQA_model/requiremnets.txt
$ pip install -r QA_model/requiremnets.txt

Infrenece testing of Boolean QA model

$ python 

Train Extraction-based model

$ python train.py

Infrenece testing of Extraction-based model

$ python test_extraction_qa_inference.py

Reference

Model

•BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questions(Clark et al., 2019)

•klue/roberta-large

Software

Web Frameworks

• Bootstrap
• jQuery
• FastAPI
• Airflow