def tryBirthForTask(taskoutpath=None,
lap=None,
lapFrac=0,
targetUID=0,
batchID=None,
**kwargs):
'''
Post Condition
--------------
* Logging messages are printed.
* HTML report is saved.
'''
if lap is not None:
lapFrac = lap
curModel, lapFrac = loadModelForLap(taskoutpath, lapFrac)
Data = loadDataFromSavedTask(taskoutpath, batchID=batchID)
LPkwargs = loadLPKwargsFromDisk(taskoutpath)
SavedBirthKwargs = loadKwargsFromDisk(taskoutpath, 'args-birth.txt')
if targetUID < 0:
targetUID = findCompInModelWithLargestMisalignment(curModel, Data)
BirthArgs = dict(**DefaultBirthArgs)
BirthArgs.update(SavedBirthKwargs)
for key, val in list(kwargs.items()):
if val is not None:
BirthArgs[key] = val
print('%s: %s' % (key, str(val)))
curLP = curModel.calc_local_params(Data, **LPkwargs)
curSS = curModel.get_global_suff_stats(Data,
curLP,
trackDocUsage=1,
doPrecompEntropy=1,
trackTruncationGrowth=1)
curLscore = curModel.calc_evidence(SS=curSS)
print("Target UID: %d" % (targetUID))
print("Current count: %.2f" % (curSS.getCountForUID(targetUID)))
xSS = makeSummaryForBirthProposal_HTMLWrapper(
Data,
curModel,
curLP,
curSSwhole=curSS,
targetUID=int(targetUID),
newUIDs=list(range(curSS.K, curSS.K + int(BirthArgs['b_Kfresh']))),
LPkwargs=LPkwargs,
lapFrac=lapFrac,
dataName=Data.name,
**BirthArgs)
'''
def tryDeleteProposalForSavedTask(taskoutpath=None,
lap=None,
lapFrac=0,
batchID=None,
**kwargs):
''' Try specific delete proposal for specified taskoutpath
Post Condition
--------------
* Logging messages are printed.
'''
if lap is not None:
lapFrac = lap
hmodel, lapFrac = load_model_at_lap(taskoutpath, lapFrac)
Data = loadDataFromSavedTask(taskoutpath, batchID=batchID)
kwargs['LPkwargs'] = loadLPKwargsFromDisk(taskoutpath)
tryDeleteProposalForSpecificTarget_HDPTopicModel(Data, hmodel, **kwargs)
def tryMergeProposalForSavedTask(taskoutpath=None,
lap=None,
lapFrac=0,
batchID=None,
**kwargs):
'''
Post Condition
--------------
* Logging messages are printed.
* HTML report is saved.
'''
if lap is not None:
lapFrac = lap
hmodel, lapFrac = loadModelForLap(taskoutpath, lapFrac)
Data = loadDataFromSavedTask(taskoutpath, batchID=batchID)
kwargs['LPkwargs'] = loadLPKwargsFromDisk(taskoutpath)
tryMergeProposalForSpecificTarget(Data, hmodel, **kwargs)