Requirements

pip install -r requirements.txt

titanic

scikit learn을 이용한 타이타닉 생존자 분류 모델 만들기.

model file save and load

cd titanic
python train.py
python inference.py

BentoML API Server

(터미널 A) bentoml serve Titanic:latest
(터미널 B) python request.py

review classification (Naive Bayes)

네이버 영화리뷰 댓글 긍부정 분류 모델 만들기

model file save and load

cd review_classification
python NB_train.py
python NB_inference.py

BentoML API Server

(터미널 A) bentoml serve ReviewClassifier:latest
(터미널 B) python request.py

review classification (KoBERT)

model file save and load

python KoBERT_train.py
python KoBERT_inference.py

BentoML API Server

(터미널 A) bentoml serve ReviewClassifier:latest
(터미널 B) python request.py

MLflow에서 BentoML 버전 체크

cd review_classification
mlflow ui -h 0.0.0.0 -p 1000

Yatai Management UI 실행

bentoml yatai-service-start --ui-port 1000