def rforest2(train, test, tunings=None, smoteit=True, duplicate=True):
"RF "
# Apply random forest Classifier to predict the number of bugs.
if smoteit:
train = SMOTE(train, atleast=50, atmost=101, resample=duplicate)
if not tunings:
clf = RandomForestRegressor(n_estimators=100, random_state=1)
else:
clf = RandomForestRegressor(n_estimators=int(tunings[0]),
max_features=tunings[1] / 100,
min_samples_leaf=int(tunings[2]),
min_samples_split=int(tunings[3])
)
train_DF = formatData(train)
test_DF = formatData(test)
features = train_DF.columns[:-2]
klass = train_DF[train_DF.columns[-2]]
# set_trace()
clf.fit(train_DF[features], klass)
preds = clf.predict(test_DF[test_DF.columns[:-2]])
return preds
python类set_trace()的实例源码
def reshape_array(array, newsize, pixcombine='sum'):
"""
Reshape an array to a give size using either the sum, mean or median of the pixels binned
Note that the old array dimensions have to be multiples of the new array dimensions
--- INPUT ---
array Array to reshape (combine pixels)
newsize New size of array
pixcombine The method to combine the pixels with. Choices are sum, mean and median
"""
sh = newsize[0],array.shape[0]//newsize[0],newsize[1],array.shape[1]//newsize[1]
pdb.set_trace()
if pixcombine == 'sum':
reshapedarray = array.reshape(sh).sum(-1).sum(1)
elif pixcombine == 'mean':
reshapedarray = array.reshape(sh).mean(-1).mean(1)
elif pixcombine == 'median':
reshapedarray = array.reshape(sh).median(-1).median(1)
return reshapedarray
# = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = =
def record_moves_for_robots(state, debug_robots, interactive):
import roborally.api as api
for cell, pos in state.board.traverse():
if cell.content and cell.content[TYPE] == ROBOT:
robot = cell.content
api.SIGHT = get_robot_sight(state, pos, robot)
try:
robot['move'] = robot['brain'].ai.move()
except Exception as error:
if debug_robots:
if debug_robots == 'interactive':
import pdb
pdb.set_trace()
raise error
robot[LIFE] -= 1
if robot[LIFE] == 0:
record_death(robot, 'overheating', interactive)
robot['move'] = LASER
if robot['move'] not in MOVES:
robot['move'] = LASER
def setBreak(self,breakFlag = True):
"""Method to invoke the Python pdb debugger when this element is
about to be parsed. Set C{breakFlag} to True to enable, False to
disable.
"""
if breakFlag:
_parseMethod = self._parse
def breaker(instring, loc, doActions=True, callPreParse=True):
import pdb
pdb.set_trace()
return _parseMethod( instring, loc, doActions, callPreParse )
breaker._originalParseMethod = _parseMethod
self._parse = breaker
else:
if hasattr(self._parse,"_originalParseMethod"):
self._parse = self._parse._originalParseMethod
return self
def setBreak(self,breakFlag = True):
"""Method to invoke the Python pdb debugger when this element is
about to be parsed. Set C{breakFlag} to True to enable, False to
disable.
"""
if breakFlag:
_parseMethod = self._parse
def breaker(instring, loc, doActions=True, callPreParse=True):
import pdb
pdb.set_trace()
return _parseMethod( instring, loc, doActions, callPreParse )
breaker._originalParseMethod = _parseMethod
self._parse = breaker
else:
if hasattr(self._parse,"_originalParseMethod"):
self._parse = self._parse._originalParseMethod
return self
def setBreak(self,breakFlag = True):
"""Method to invoke the Python pdb debugger when this element is
about to be parsed. Set C{breakFlag} to True to enable, False to
disable.
"""
if breakFlag:
_parseMethod = self._parse
def breaker(instring, loc, doActions=True, callPreParse=True):
import pdb
pdb.set_trace()
return _parseMethod( instring, loc, doActions, callPreParse )
breaker._originalParseMethod = _parseMethod
self._parse = breaker
else:
if hasattr(self._parse,"_originalParseMethod"):
self._parse = self._parse._originalParseMethod
return self
def setBreak(self,breakFlag = True):
"""Method to invoke the Python pdb debugger when this element is
about to be parsed. Set C{breakFlag} to True to enable, False to
disable.
"""
if breakFlag:
_parseMethod = self._parse
def breaker(instring, loc, doActions=True, callPreParse=True):
import pdb
pdb.set_trace()
return _parseMethod( instring, loc, doActions, callPreParse )
breaker._originalParseMethod = _parseMethod
self._parse = breaker
else:
if hasattr(self._parse,"_originalParseMethod"):
self._parse = self._parse._originalParseMethod
return self
def setBreak(self,breakFlag = True):
"""Method to invoke the Python pdb debugger when this element is
about to be parsed. Set C{breakFlag} to True to enable, False to
disable.
"""
if breakFlag:
_parseMethod = self._parse
def breaker(instring, loc, doActions=True, callPreParse=True):
import pdb
pdb.set_trace()
return _parseMethod( instring, loc, doActions, callPreParse )
breaker._originalParseMethod = _parseMethod
self._parse = breaker
else:
if hasattr(self._parse,"_originalParseMethod"):
self._parse = self._parse._originalParseMethod
return self
def setBreak(self,breakFlag = True):
"""Method to invoke the Python pdb debugger when this element is
about to be parsed. Set C{breakFlag} to True to enable, False to
disable.
"""
if breakFlag:
_parseMethod = self._parse
def breaker(instring, loc, doActions=True, callPreParse=True):
import pdb
pdb.set_trace()
return _parseMethod( instring, loc, doActions, callPreParse )
breaker._originalParseMethod = _parseMethod
self._parse = breaker
else:
if hasattr(self._parse,"_originalParseMethod"):
self._parse = self._parse._originalParseMethod
return self
def setBreak(self,breakFlag = True):
"""Method to invoke the Python pdb debugger when this element is
about to be parsed. Set C{breakFlag} to True to enable, False to
disable.
"""
if breakFlag:
_parseMethod = self._parse
def breaker(instring, loc, doActions=True, callPreParse=True):
import pdb
pdb.set_trace()
return _parseMethod( instring, loc, doActions, callPreParse )
breaker._originalParseMethod = _parseMethod
self._parse = breaker
else:
if hasattr(self._parse,"_originalParseMethod"):
self._parse = self._parse._originalParseMethod
return self
def setBreak(self,breakFlag = True):
"""Method to invoke the Python pdb debugger when this element is
about to be parsed. Set C{breakFlag} to True to enable, False to
disable.
"""
if breakFlag:
_parseMethod = self._parse
def breaker(instring, loc, doActions=True, callPreParse=True):
import pdb
pdb.set_trace()
return _parseMethod( instring, loc, doActions, callPreParse )
breaker._originalParseMethod = _parseMethod
self._parse = breaker
else:
if hasattr(self._parse,"_originalParseMethod"):
self._parse = self._parse._originalParseMethod
return self
def setBreak(self,breakFlag = True):
"""Method to invoke the Python pdb debugger when this element is
about to be parsed. Set C{breakFlag} to True to enable, False to
disable.
"""
if breakFlag:
_parseMethod = self._parse
def breaker(instring, loc, doActions=True, callPreParse=True):
import pdb
pdb.set_trace()
return _parseMethod( instring, loc, doActions, callPreParse )
breaker._originalParseMethod = _parseMethod
self._parse = breaker
else:
if hasattr(self._parse,"_originalParseMethod"):
self._parse = self._parse._originalParseMethod
return self
def setBreak(self,breakFlag = True):
"""Method to invoke the Python pdb debugger when this element is
about to be parsed. Set C{breakFlag} to True to enable, False to
disable.
"""
if breakFlag:
_parseMethod = self._parse
def breaker(instring, loc, doActions=True, callPreParse=True):
import pdb
pdb.set_trace()
return _parseMethod( instring, loc, doActions, callPreParse )
breaker._originalParseMethod = _parseMethod
self._parse = breaker
else:
if hasattr(self._parse,"_originalParseMethod"):
self._parse = self._parse._originalParseMethod
return self
def setBreak(self,breakFlag = True):
"""Method to invoke the Python pdb debugger when this element is
about to be parsed. Set C{breakFlag} to True to enable, False to
disable.
"""
if breakFlag:
_parseMethod = self._parse
def breaker(instring, loc, doActions=True, callPreParse=True):
import pdb
pdb.set_trace()
return _parseMethod( instring, loc, doActions, callPreParse )
breaker._originalParseMethod = _parseMethod
self._parse = breaker
else:
if hasattr(self._parse,"_originalParseMethod"):
self._parse = self._parse._originalParseMethod
return self
def setBreak(self,breakFlag = True):
"""Method to invoke the Python pdb debugger when this element is
about to be parsed. Set C{breakFlag} to True to enable, False to
disable.
"""
if breakFlag:
_parseMethod = self._parse
def breaker(instring, loc, doActions=True, callPreParse=True):
import pdb
pdb.set_trace()
return _parseMethod( instring, loc, doActions, callPreParse )
breaker._originalParseMethod = _parseMethod
self._parse = breaker
else:
if hasattr(self._parse,"_originalParseMethod"):
self._parse = self._parse._originalParseMethod
return self
def setBreak(self,breakFlag = True):
"""Method to invoke the Python pdb debugger when this element is
about to be parsed. Set C{breakFlag} to True to enable, False to
disable.
"""
if breakFlag:
_parseMethod = self._parse
def breaker(instring, loc, doActions=True, callPreParse=True):
import pdb
pdb.set_trace()
return _parseMethod( instring, loc, doActions, callPreParse )
breaker._originalParseMethod = _parseMethod
self._parse = breaker
else:
if hasattr(self._parse,"_originalParseMethod"):
self._parse = self._parse._originalParseMethod
return self
def setBreak(self,breakFlag = True):
"""Method to invoke the Python pdb debugger when this element is
about to be parsed. Set C{breakFlag} to True to enable, False to
disable.
"""
if breakFlag:
_parseMethod = self._parse
def breaker(instring, loc, doActions=True, callPreParse=True):
import pdb
pdb.set_trace()
return _parseMethod( instring, loc, doActions, callPreParse )
breaker._originalParseMethod = _parseMethod
self._parse = breaker
else:
if hasattr(self._parse,"_originalParseMethod"):
self._parse = self._parse._originalParseMethod
return self
def setBreak(self,breakFlag = True):
"""Method to invoke the Python pdb debugger when this element is
about to be parsed. Set C{breakFlag} to True to enable, False to
disable.
"""
if breakFlag:
_parseMethod = self._parse
def breaker(instring, loc, doActions=True, callPreParse=True):
import pdb
pdb.set_trace()
return _parseMethod( instring, loc, doActions, callPreParse )
breaker._originalParseMethod = _parseMethod
self._parse = breaker
else:
if hasattr(self._parse,"_originalParseMethod"):
self._parse = self._parse._originalParseMethod
return self
def setBreak(self,breakFlag = True):
"""Method to invoke the Python pdb debugger when this element is
about to be parsed. Set C{breakFlag} to True to enable, False to
disable.
"""
if breakFlag:
_parseMethod = self._parse
def breaker(instring, loc, doActions=True, callPreParse=True):
import pdb
pdb.set_trace()
return _parseMethod( instring, loc, doActions, callPreParse )
breaker._originalParseMethod = _parseMethod
self._parse = breaker
else:
if hasattr(self._parse,"_originalParseMethod"):
self._parse = self._parse._originalParseMethod
return self
def setBreak(self,breakFlag = True):
"""Method to invoke the Python pdb debugger when this element is
about to be parsed. Set C{breakFlag} to True to enable, False to
disable.
"""
if breakFlag:
_parseMethod = self._parse
def breaker(instring, loc, doActions=True, callPreParse=True):
import pdb
pdb.set_trace()
return _parseMethod( instring, loc, doActions, callPreParse )
breaker._originalParseMethod = _parseMethod
self._parse = breaker
else:
if hasattr(self._parse,"_originalParseMethod"):
self._parse = self._parse._originalParseMethod
return self
def runReactorWithLogging(config, oldstdout, oldstderr):
from twisted.internet import reactor
try:
if config['profile']:
if not config['nothotshot']:
runWithHotshot(reactor, config)
else:
runWithProfiler(reactor, config)
elif config['debug']:
sys.stdout = oldstdout
sys.stderr = oldstderr
if runtime.platformType == 'posix':
signal.signal(signal.SIGUSR2, lambda *args: pdb.set_trace())
signal.signal(signal.SIGINT, lambda *args: pdb.set_trace())
fixPdb()
pdb.runcall(reactor.run)
else:
reactor.run()
except:
if config['nodaemon']:
file = oldstdout
else:
file = open("TWISTD-CRASH.log",'a')
traceback.print_exc(file=file)
file.flush()
def pytest_configure(config):
if config.getvalue("usepdb") or config.getvalue("usepdb_cls"):
config.pluginmanager.register(PdbInvoke(), 'pdbinvoke')
if config.getvalue("usepdb_cls"):
modname, classname = config.getvalue("usepdb_cls").split(":")
__import__(modname)
pdb_cls = getattr(sys.modules[modname], classname)
else:
pdb_cls = pdb.Pdb
pytestPDB._pdb_cls = pdb_cls
old = (pdb.set_trace, pytestPDB._pluginmanager)
def fin():
pdb.set_trace, pytestPDB._pluginmanager = old
pytestPDB._config = None
pytestPDB._pdb_cls = pdb.Pdb
pdb.set_trace = pytest.set_trace
pytestPDB._pluginmanager = config.pluginmanager
pytestPDB._config = config
config._cleanup.append(fin)
def setBreak(self,breakFlag = True):
"""Method to invoke the Python pdb debugger when this element is
about to be parsed. Set C{breakFlag} to True to enable, False to
disable.
"""
if breakFlag:
_parseMethod = self._parse
def breaker(instring, loc, doActions=True, callPreParse=True):
import pdb
pdb.set_trace()
return _parseMethod( instring, loc, doActions, callPreParse )
breaker._originalParseMethod = _parseMethod
self._parse = breaker
else:
if hasattr(self._parse,"_originalParseMethod"):
self._parse = self._parse._originalParseMethod
return self
def setBreak(self,breakFlag = True):
"""Method to invoke the Python pdb debugger when this element is
about to be parsed. Set C{breakFlag} to True to enable, False to
disable.
"""
if breakFlag:
_parseMethod = self._parse
def breaker(instring, loc, doActions=True, callPreParse=True):
import pdb
pdb.set_trace()
return _parseMethod( instring, loc, doActions, callPreParse )
breaker._originalParseMethod = _parseMethod
self._parse = breaker
else:
if hasattr(self._parse,"_originalParseMethod"):
self._parse = self._parse._originalParseMethod
return self
def setBreak(self,breakFlag = True):
"""Method to invoke the Python pdb debugger when this element is
about to be parsed. Set C{breakFlag} to True to enable, False to
disable.
"""
if breakFlag:
_parseMethod = self._parse
def breaker(instring, loc, doActions=True, callPreParse=True):
import pdb
pdb.set_trace()
return _parseMethod( instring, loc, doActions, callPreParse )
breaker._originalParseMethod = _parseMethod
self._parse = breaker
else:
if hasattr(self._parse,"_originalParseMethod"):
self._parse = self._parse._originalParseMethod
return self
def setBreak(self,breakFlag = True):
"""Method to invoke the Python pdb debugger when this element is
about to be parsed. Set C{breakFlag} to True to enable, False to
disable.
"""
if breakFlag:
_parseMethod = self._parse
def breaker(instring, loc, doActions=True, callPreParse=True):
import pdb
pdb.set_trace()
return _parseMethod( instring, loc, doActions, callPreParse )
breaker._originalParseMethod = _parseMethod
self._parse = breaker
else:
if hasattr(self._parse,"_originalParseMethod"):
self._parse = self._parse._originalParseMethod
return self
def do():
for (a,b,c) in walk('./'):
if not '.svn' in a:
if not a =='./':
for file in c:
if 'arff' in file:
print(a+'/'+file)
arff = loadarff(a+'/'+file)
tags = [aa for aa in arff[1]]
header = ['$'+h for h in tags[:-1]]
header.append('$>'+tags[-1])
# set_trace()
name = []
with open(a+'/'+re.sub('.arff|[ ]','',file)+'.csv', 'w+') as csvfile:
writer = csv.writer(csvfile, delimiter=',', quotechar='|')
writer.writerow(header)
for body in arff[0].tolist():
writer.writerow(body)
# else:
# print('arff' in file)
# # set_trace()
def do():
for (a,b,c) in walk('./'):
if not '.svn' in a:
if not a =='./':
for file in c:
if '.csv' in file:
print(a+'/'+file)
arff = pd.read_csv(a+'/'+file)
# set_trace()
tags = arff.columns.values
first3 = ['?'+h for h in tags[0:3]]
indep = ['$'+h for h in tags[3:-1]]
header = first3+indep
header.append('?>'+tags[-1])
# set_trace()
# name = []
with open(a+'/'+file, 'w+') as csvfile:
writer = csv.writer(csvfile, delimiter=',', quotechar='|')
writer.writerow(header)
for body in arff.values:
writer.writerow(body)
# else:
# print('arff' in file)
# # set_trace()
def _test():
tbl_loc = explore(dir='../Data/Seigmund/', name='Apache')
tbl = csv2DF(tbl_loc)
# Define Tree settings
opt = Thing(
min=1,
maxLvL=10,
infoPrune=0.5,
klass=-1,
prune=False,
debug=True,
verbose=True)
#Build a tree
tree = dtree(tbl, opt=opt)
# Show the tree
if opt.verbose: show(tree)
# ----- Debug? -----
if opt.debug: set_trace()
def rforest(train, test, tunings=None, smoteit=True, duplicate=True):
"RF "
# Apply random forest Classifier to predict the number of bugs.
if smoteit:
train = SMOTE(train, atleast=50, atmost=101, resample=duplicate)
if not tunings:
clf = RandomForestClassifier(n_estimators=100, random_state=1)
else:
clf = RandomForestClassifier(n_estimators=int(tunings[0]),
max_features=tunings[1] / 100,
min_samples_leaf=int(tunings[2]),
min_samples_split=int(tunings[3])
)
train_DF = formatData(train)
test_DF = formatData(test)
features = train_DF.columns[:-2]
klass = train_DF[train_DF.columns[-2]]
# set_trace()
clf.fit(train_DF[features], klass)
preds = clf.predict(test_DF[test_DF.columns[:-2]])
return preds
