phases 0.0.4

A Framework for creating a boilerplate template for ai projects that are ready for MLOps

Phases Boilerplate

Setup

pip install phases

create project.yaml

minimal

name: "myProject"
namespace: myGroup
phases:
    stage1:
        - name: Phase1
          description: my first phase
        - name: Phase2
          description: my second phase

complete

name: "sleepClassificationCNN"
namespace: tud.ibmt
classes:
    - Wach
    - Leichter Schlaf
    - Tiefer Schlaf
    - REM
publisher:
    - DotSience
phases:
    prepareData:
        - name: DataWrapper
          description: get EDF Data
          exports: 
            - trainingRaw
            - validationRaw
            - evaluationRaw
        - name: EDF4SleepStages
          description: Prepare EDF Data for sleep stage recognition
          exports: 
            - trainingTransformed
            - validationTransformed
    train:
        - name: SleepPhaseDetectionModel
          description: Create Model for sleep stage recognition
          exports: 
            - model
    evaluate:
        - name: SleepPhaseDetectionModel
          description: Create Model for sleep stage recognition

Generate

phases create