Giter VIP home page Giter VIP logo

Comments (1)

yeomko22 avatar yeomko22 commented on July 29, 2024

testing models in production

class LassoModelPredictions(Base):
    __tablename__ = "regression_model_predictions"
    id = Column(Integer, primary_key=True)
    user_id = Column(String(36), nullable=False)
    datetime_captured = Column(
        DateTime(timezone=True), server_default=func.now(), index=True
    )
    model_version = Column(String(36), nullable=False)
    inputs = Column(JSONB)
    outputs = Column(JSONB)


class GradientBoostingModelPredictions(Base):
    __tablename__ = "gradient_boosting_model_predictions"
    id = Column(Integer, primary_key=True)
    user_id = Column(String(36), nullable=False)
    datetime_captured = Column(
        DateTime(timezone=True), server_default=func.now(), index=True
    )
    model_version = Column(String(36), nullable=False)
    inputs = Column(JSONB)
    outputs = Column(JSONB)
  • 각 모델별 입력과 출력값을 ORM을 이용해서 DB에 저장한다.
  • DB에 저장하는 코드는 비동기적으로 실행되게 한다.

from til.

Related Issues (20)

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.