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 ilp_rsd(input_dict):
rsd = RSD()
settings = input_dict.get('settings',None)
pos = input_dict.get('pos', None)
neg = input_dict.get('neg', None)
examples = input_dict.get('examples', None)
b = input_dict['b']
subgroups = input_dict['subgroups'] == 'true'
# Parse settings
if settings:
rsd.settingsAsFacts(settings)
# Parse settings provided as parameters (these have higher priority)
for setting, def_val in RSD.ESSENTIAL_PARAMS.items():
rsd.set(setting, input_dict.get(setting, def_val))
# Check for illegal predicates
for pl_script in [b, pos, neg, examples]:
check_input(pl_script)
# Run rsd
features, arff, rules = rsd.induce(b, examples=examples, pos=pos, neg=neg, cn2sd=subgroups)
return {'features' : features, 'arff' : arff, 'rules' : rules}
def ilp_rsd(input_dict):
rsd = RSD()
settings = input_dict.get('settings',None)
pos = input_dict.get('pos', None)
neg = input_dict.get('neg', None)
examples = input_dict.get('examples', None)
b = input_dict['b']
subgroups = input_dict['subgroups'] == 'true'
# Parse settings
if settings:
rsd.settingsAsFacts(settings)
# Parse settings provided as parameters (these have higher priority)
for setting, def_val in RSD.ESSENTIAL_PARAMS.items():
rsd.set(setting, input_dict.get(setting, def_val))
# Check for illegal predicates
for pl_script in [b, pos, neg, examples]:
check_input(pl_script)
# Run rsd
features, arff, rules = rsd.induce(b, examples=examples, pos=pos, neg=neg, cn2sd=subgroups)
return {'features' : features, 'arff' : arff, 'rules' : rules}
