Open DurianDan opened 1 year ago
SQLModelsFactory
in app/problems_manager/sql_models/factory.py
mlflow service
ProblemsManager
with phase1 problems and train code (provided by Mr.Hung).deployment/pip_requirements
: fastapi.requirements.txt
, mlflow.requirements.txt
The API needs to have 2 routes that:
phase_id
andprob_id
:mlflow
based onphase_id
andprob_id
PostgreSQL
serverNotes for Data Scientist:
When training a model: specify the python packages used to create the model in all requirements.txt files:
deployment/pip_requirements/*requirements.py
;when a model is ready to registered (for serving in the API): tutorial to register a model
phase{phase_id}-prob{prob_id}
E.g.:phase2-prob1
stage
as "production
" or "development
".mlflow
can load the latest model in a stage, when thestage
is specified. details: get_latest_versionCI/CD:
deployment/pip_requirements/
:fastapi.requirements.txt
andmlflow.requirements.txt