Python bentoml for Machine Learning model API serving

Python bentoML API serving example for serving machine learning model with API

Info & reference

Blog post (Description) - https://lsjsj92.tistory.com/621

refer - https://github.com/bentoml/BentoML

Description

• bentoml_process.py
  • Packing data with BentoML classifier
• classifier.py
  • BentoML classifier
  • Make BentoML model API environment
• main.py
  • Main file on this process
  • start with is_keras argument
    • 1 : use tensorflow(keras)
    • 0 : non use tensorflow(keras), use scikit learn
  • Execute titanic modeling
  • Execute BentoML Packing
• titanic.py
  • Main of Titniac process
  • data load -> preprocess -> ML/DL modeling -> return model
• model.py
  • Machine Learning or Deep Learning Modeling part
  • Machine Learning : use scikit-learn library or lightgbm
  • Deep Learning : use tensorflow library ( keras )
• preprocess.py
  • Preprocess part
  • Preprocess titanic data
• config.py
  • Config part
• dataio.py
  • Data io part
  • Get data