import kfp from kfp import dsl def SendMsg(trial, epoch, patience): vop = dsl.VolumeOp(name="pvc", resource_name="pvc", size='1Gi', modes=dsl.VOLUME_MODE_RWO) return dsl.ContainerOp( name = 'Train', image = 'hubdocker76/demotrain:v1', command = ['python3', 'train.py'], arguments=[ '--trial', trial, '--epoch', epoch, '--patience', patience ], pvolumes={ '/data': vop.volume } ) def GetMsg(comp1): return dsl.ContainerOp( name = 'Evaluate', image = 'hubdocker76/demoeval:v2', pvolumes={ '/data': comp1.pvolumes['/data'] }, command = ['python3', 'eval.py'] ) @dsl.pipeline( name = 'face pipeline', description = 'pipeline to detect facial landmarks') def passing_parameter(trial, epoch, patience): comp1 = SendMsg(trial, epoch, patience) comp2 = GetMsg(comp1) if __name__ == '__main__': import kfp.compiler as compiler compiler.Compiler().compile(passing_parameter, __file__ + '.yaml')