def getDoer(cls,
sModelDir,
sModelName,
options=None,
bCRF=None,
bECN=None,
bGAT=None,
fun_getConfiguredGraphClass=None,
sComment=None,
cFeatureDefinition=None,
dFeatureConfig={}):
"""
Create the requested doer object
"""
assert not fun_getConfiguredGraphClass is None, "You must provide a getConfiguredGraphClass method"
assert not cFeatureDefinition is None, "You must provide a cFeatureDefinition class"
# Graph mode for computing edges
assert not (options.bG1 and
options.bG2), "Specify graph mode either 1 or 2 not both"
iGraphMode = 1
if options.bG1: iGraphMode = 1
if options.bG2: iGraphMode = 2
Graph.setGraphMode(iGraphMode)
bCRF = bCRF or (not (options is None) and options.bCRF)
bECN = bECN or (not (options is None) and options.bECN)
bGAT = bGAT or (not (options is None) and options.bGAT)
assert (bCRF or bECN or bGAT), "You must specify one learning method."
assert [
bCRF, bECN, bGAT
].count(True) == 1, "You must specify only one learning method."
if bECN:
c = DU_ECN_Task
elif bCRF:
c = DU_CRF_Task
elif bGAT:
c = DU_GAT_Task
c.getConfiguredGraphClass = fun_getConfiguredGraphClass
doer = c(sModelName,
sModelDir,
sComment=sComment,
cFeatureDefinition=cFeatureDefinition,
dFeatureConfig=dFeatureConfig)
if options.seed is None:
random.seed()
traceln("SETUP: Randomizer initialized automatically")
else:
random.seed(options.seed)
traceln("SETUP: Randomizer initialized by your seed (%d)" %
options.seed)
traceln("SETUP: doer : class=%s version=%s" %
(doer.__class__.__qualname__, doer.getVersion()))
return doer
def getDoer(
cls,
sModelDir,
sModelName,
options=None,
fun_getConfiguredGraphClass=None,
sComment=None,
cFeatureDefinition=None,
dFeatureConfig={},
cTask=None # to specify a specific Task class
):
"""
Create the requested doer object
"""
assert not fun_getConfiguredGraphClass is None, "You must provide a getConfiguredGraphClass method"
assert not cFeatureDefinition is None, "You must provide a cFeatureDefinition class"
# Graph mode for computing edges
assert not (options.bG1 and
options.bG2), "Specify graph mode either 1 or 2 not both"
iGraphMode = 1
assert [options.bG1, options.bG2, options.bG1o].count(
True
) <= 1, "Specify at most one graph mode (default is mode %d)" % iGraphMode
if options.bG1: iGraphMode = 1
if options.bG2: iGraphMode = 2
if options.bG1o: iGraphMode = 4
Graph.setGraphMode(iGraphMode)
# bCRF = bCRF or (not(options is None) and options.bCRF)
# bECN = bECN or (not(options is None) and options.bECN)
# bECNEnsemble = bECNEnsemble or (not(options is None) and options.bECN)
# bGAT = bGAT or (not(options is None) and options.bGAT)
assert (options.bCRF or options.bECN or options.bECNEnsemble
or options.bGAT
or bool(cTask)), "You must specify one learning method."
assert bool(cTask) or [
options.bCRF, options.bECN, options.bECNEnsemble, options.bGAT
].count(True) == 1, "You must specify only one learning method."
if cTask is None:
if options.bECN:
c = DU_ECN_Task
elif options.bECNEnsemble:
c = DU_Ensemble_ECN_Task
elif options.bCRF:
c = DU_CRF_Task
elif options.bGAT:
c = DU_GAT_Task
else:
raise Exception("Internal error: no DU_Task class")
else:
c = cTask
c.getConfiguredGraphClass = fun_getConfiguredGraphClass
doer = c(sModelName,
sModelDir,
sComment=sComment,
cFeatureDefinition=cFeatureDefinition,
dFeatureConfig=dFeatureConfig)
if options.sExt:
doer.setXmlFilenamePattern(options.sExt)
if options.seed is None:
random.seed()
traceln("SETUP: Randomizer initialized automatically")
else:
random.seed(options.seed)
traceln("SETUP: Randomizer initialized by your seed (%d)" %
options.seed)
traceln("SETUP: doer : class=%s version=%s" %
(doer.__class__.__qualname__, doer.getVersion()))
return doer
