def test1(self):
""" basics """
self.details.tableName = 'ferro_quant'
refComposName = 'ferromag_quant_10.pkl'
refCompos = pickle.load(open(os.path.join(self.baseDir,refComposName),
'rb'))
# first make sure the data are intact
self._init(refCompos)
compos = BuildComposite.RunIt(self.details,saveIt=0)
self.compare(compos,refCompos)
def test7(self): """ Test composite of naive bayes""" self.details.tableName = 'ferro_noquant' refComposName = 'ferromag_NaiveBayes.pkl' pklFile = open(os.path.join(self.baseDir,refComposName), 'rb') refCompos = pickle.load(pklFile) self._init(refCompos,copyBounds=1) self.details.useTrees = 0 self.details.useNaiveBayes = 1 self.details.mEstimateVal = 20.0 self.details.qBounds = [0] + [2]*6 + [0] compos = BuildComposite.RunIt(self.details, saveIt= 0) self.compare(compos,refCompos)
def test6(self):
""" auto bounds with a real valued activity"""
self.details.tableName = 'ferro_noquant_realact'
refComposName = 'ferromag_auto_10_3.pkl'
refCompos = pickle.load(open(os.path.join(self.baseDir,refComposName),
'rb'))
# first make sure the data are intact
self._init(refCompos,copyBounds=1)
self.details.limitDepth = 3
self.details.nModels = 10
self.details.activityBounds=[0.5]
compos = BuildComposite.RunIt(self.details,saveIt=0)
self.compare(compos,refCompos)
def test4(self):
""" more trees """
self.details.tableName = 'ferro_quant'
refComposName = 'ferromag_quant_50_3.pkl'
refCompos = pickle.load(open(os.path.join(self.baseDir,refComposName),
'rb'))
# first make sure the data are intact
self._init(refCompos)
self.details.limitDepth = 3
self.details.nModels = 50
compos = BuildComposite.RunIt(self.details,saveIt=0)
self.compare(compos,refCompos)
def test3(self):
""" depth limit + less greedy """
self.details.tableName = 'ferro_quant'
refComposName = 'ferromag_quant_10_3_lessgreedy.pkl'
refCompos = pickle.load(open(os.path.join(self.baseDir,refComposName),
'rb'))
# first make sure the data are intact
self._init(refCompos)
self.details.limitDepth = 3
self.details.lessGreedy = 1
compos = BuildComposite.RunIt(self.details,saveIt=0)
self.compare(compos,refCompos)
def test7(self):
""" Test composite of naive bayes"""
self.details.tableName = 'ferro_noquant'
refComposName = 'ferromag_NaiveBayes.pkl'
with open(os.path.join(self.baseDir, refComposName), 'r') as pklTFile:
buf = pklTFile.read().replace('\r\n', '\n').encode('utf-8')
pklTFile.close()
with io.BytesIO(buf) as pklFile:
refCompos = pickle.load(pklFile)
self._init(refCompos, copyBounds=1)
self.details.useTrees = 0
self.details.useNaiveBayes = 1
self.details.mEstimateVal = 20.0
self.details.qBounds = [0] + [2] * 6 + [0]
compos = BuildComposite.RunIt(self.details, saveIt=0)
self.compare(compos, refCompos)
def test2(self):
""" depth limit """
self.details.tableName = 'ferro_quant'
refComposName = 'ferromag_quant_10_3.pkl'
with open(os.path.join(self.baseDir, refComposName), 'r') as pklTF:
buf = pklTF.read().replace('\r\n', '\n').encode('utf-8')
pklTF.close()
with io.BytesIO(buf) as pklF:
refCompos = pickle.load(pklF)
# first make sure the data are intact
self._init(refCompos)
self.details.limitDepth = 3
compos = BuildComposite.RunIt(self.details, saveIt=0)
self.compare(compos, refCompos)
def test6(self):
""" auto bounds with a real valued activity"""
self.details.tableName = 'ferro_noquant_realact'
refComposName = 'ferromag_auto_10_3.pkl'
with open(os.path.join(self.baseDir, refComposName), 'r') as pklTF:
buf = pklTF.read().replace('\r\n', '\n').encode('utf-8')
pklTF.close()
with io.BytesIO(buf) as pklF:
refCompos = pickle.load(pklF)
# first make sure the data are intact
self._init(refCompos, copyBounds=1)
self.details.limitDepth = 3
self.details.nModels = 10
self.details.activityBounds = [0.5]
compos = BuildComposite.RunIt(self.details, saveIt=0)
self.compare(compos, refCompos)
def test1_basics(self):
# """ basics """
self.details.tableName = 'ferro_quant'
refComposName = 'ferromag_quant_10.pkl'
with open(os.path.join(self.baseDir, refComposName), 'r') as pklTF:
buf = pklTF.read().replace('\r\n', '\n').encode('utf-8')
pklTF.close()
with io.BytesIO(buf) as pklF:
refCompos = pickle.load(pklF)
# first make sure the data are intact
self._init(refCompos)
compos = BuildComposite.RunIt(self.details, saveIt=0)
# pickle.dump(compos,open(os.path.join(self.baseDir,refComposName), 'wb'))
# with open(os.path.join(self.baseDir,refComposName), 'rb') as pklF:
# refCompos = pickle.load(pklF)
self.compare(compos, refCompos)