def load(modelSpecFilename):
with open(modelSpecFilename) as f:
modelDict = yaml.load(f)
for stageDict in modelDict['stages']:
router.routeStage(stageDict)
costFn=router.routeFn(modelDict['costFn'])
decisionFn=router.routeFn(modelDict['decisionFn'])
model = router.getStage(modelDict['model'])
model.getCost = costFn
model.predict = decisionFn
model.specFilename = modelSpecFilename
return model
def load(modelSpecFilename):
"""
Need the following items in the model spec file:
costFn
decisionFn
stages
specs
:param modelSpecFilename:
:return:
"""
with open(modelSpecFilename) as f:
modelDict = yaml.load(f)
for stageDict in modelDict['specs']:
router.addStage(stageDict)
modelStages = []
for s in modelDict['stages']:
modelStages.append(router.routeStage(s))
costFn=router.routeFn(modelDict['costFn'])
decisionFn=router.routeFn(modelDict['decisionFn'])
outputList = modelDict['outputs'].split(',')
for i in range(len(outputList)):
outputList[i] = outputList[i].strip()
model = GraphModel(
name=modelDict['name'] if modelDict.has_key('name') else None,
stages=modelStages,
outputStageNames=outputList,
costFn=costFn,
decisionFn=decisionFn,
specFilename=modelSpecFilename)
return model