Comments (1)
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)
- kafka topic and partition HOT 4
- kafka producer detail HOT 2
- kafka consumer detail HOT 4
- kafka toy project HOT 1
- kafka 사용 인프라 아키텍쳐 HOT 1
- log collectors HOT 1
- ML monitoring - Intro HOT 1
- ML system testing concepts HOT 4
- ML model prediction quality test
- ML model configuration test
- DS school - Unit testing production model HOT 1
- DS School - Config Test HOT 1
- DS School - Differential test
- DS School - ML system metrics
- elasticsearch - shard, segment HOT 1
- torchscript HOT 1
- torch-model-archiver
- python grpc HOT 1
- asyncio - coroutine HOT 6
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
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.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from til.