class Aleph_loaned:
def __init__(self):
self.url = str(Config().value('aleph_loaned/url').toString())
self.aleph = Aleph()
def getTodos(self):
cfg = Config()
self.aleph.login(*[str(cfg.value('aleph_loaned/' + key).toString()) for key in CFGS])
try:
return map(self.loan2entry, self.aleph.get_loaned())
finally:
self.aleph.logout()
def loan2entry(self, loan):
return {
'subtitle': loan['author'],
'title': loan['title'],
'link': self.url,
'deadline': loan['due'],
}
class Aleph_loaned:
def __init__(self):
self.url = str(Config().value('aleph_loaned/url').toString())
self.aleph = Aleph()
def getTodos(self):
cfg = Config()
self.aleph.login(
*
[str(cfg.value('aleph_loaned/' + key).toString()) for key in CFGS])
try:
return map(self.loan2entry, self.aleph.get_loaned())
finally:
self.aleph.logout()
def loan2entry(self, loan):
return {
'subtitle': loan['author'],
'title': loan['title'],
'link': self.url,
'deadline': loan['due'],
}
def ilp_aleph(input_dict):
aleph = Aleph()
settings = input_dict['settings']
mode = input_dict['mode']
pos = input_dict['pos']
neg = input_dict['neg']
b = input_dict['b']
# Parse settings provided via file
if settings:
aleph.settingsAsFacts(settings)
# Parse settings provided as parameters (these have higher priority)
for setting, def_val in Aleph.ESSENTIAL_PARAMS.items():
aleph.set(setting, input_dict.get(setting, def_val))
# Check for illegal predicates
for pl_script in [b, pos, neg]:
check_input(pl_script)
# Run aleph
results = aleph.induce(mode, pos, neg, b)
return {'theory': results[0], 'features': results[1]}
def ilp_aleph(input_dict):
aleph = Aleph()
settings = input_dict['settings']
mode = input_dict['mode']
pos = input_dict['pos']
neg = input_dict['neg']
b = input_dict['b']
# Parse settings provided via file
if settings:
aleph.settingsAsFacts(settings)
# Parse settings provided as parameters (these have higher priority)
for setting, def_val in Aleph.ESSENTIAL_PARAMS.items():
aleph.set(setting, input_dict.get(setting, def_val))
# Check for illegal predicates
for pl_script in [b, pos, neg]:
check_input(pl_script)
# Run aleph
result = aleph.induce(mode, pos, neg, b)
return {'theory': result}
def __init__(self):
self.url = str(Config().value('aleph_loaned/url').toString())
self.aleph = Aleph()
def sdmaleph_runner(examples, mapping, ontologies=[], posClassVal=None, cutoff=None, relations=[],
minPos=defaults['minpos'], noise=defaults['noise'], clauseLen=defaults['clauselength'], dataFormat='tab'):
"""
SDM-Aleph web service.
Inputs:
- examples: str, a .tab dataset or a list of pairs
- mapping : str, a mapping between examples and ontological terms,
- ontologies : a list of {'ontology' : str} dicts
- relations : a list of {'relation' : str} dicts
- posClassVal : str, if the data is class-labeled, this is the target class,
- cutoff : int, if the data is ranked, this is the cutoff value for splitting it into two classes,
- minPos : int >= 1, minimum number of true positives per rule
- noise : int > 0, false positives allowed per rule
- clauseLen : int >= 1, number of predicates per clause,
- dataFormat : str, legal values are 'tab' or 'list'
Output:
- str, the induced theory.
@author: Anze Vavpetic, 2011 <*****@*****.**>
"""
examples = StructuredFormat.parseInput(examples, dataFormat)
mapping = StructuredFormat.parseMapping(mapping)
relations = StructuredFormat.parseRelations(relations)
pos, neg = [],[]
if posClassVal:
for id, val in examples:
if val==posClassVal:
pos.append((id, val))
else:
neg.append((id, val))
elif cutoff:
pos, neg = examples[:cutoff], examples[cutoff:]
else:
raise Exception('You must specify either the cutoff or the positive class value.')
posEx, negEx, b = OWL2X.get_aleph_input([ont['ontology'] for ont in ontologies], mapping, [rel['relation'] for rel in relations], pos, neg)
filestem = str(uuid.uuid4())
print '4'
runner = Aleph()
print '5'
# Set parameters
for setting, val in defaults.items():
runner.set(setting, val)
if minPos >= 1:
runner.set('minpos', minPos)
else:
raise Exception('minPos must be >= 1.')
if noise >= 0:
runner.set('noise', noise)
else:
raise Exception('noise must be >= 0.')
if clauseLen >= 1:
runner.set('clauselength', clauseLen)
else:
raise Exception('clauseLen must be >= 1.')
# Set eval script
print '5.2'
str_rules, dump = runner.induce(defaults['mode'], posEx, negEx, b, filestem=filestem)
rules = __conv(dump, pos, neg)
#rules_json = json.dumps(__conv(dump, pos, neg))
print '5.5'
rules_w_scores = ''
for rule in rules:
rules_w_scores += '%s [sup=%d, cov=%d, wracc=%.3f]\n' % (rule['clause'], len(rule['posCovered']), len(rule['covered']), rule['wracc'])
print '6'
return rules_w_scores
def __init__(self):
self.url = str(Config().value('aleph_loaned/url').toString())
self.aleph = Aleph()