def Test(pdfList):
print pdfMax(pdfList, 0.1)
if len(pdfList) > 2:
for i in range(11):
significance = 10.0 ** -i
print pdfMax(pdfList, significance)
significance = float(sys.argv[1])
nStats = {}
for line in sys.stdin:
testcase = json.loads(line)
pdfList = [(item['mu'], item['sigma']) for item in testcase['input']]
refMu = testcase['expect']['mu']
refSigma = testcase['expect']['sigma']
refOdds = testcase['expect']['odds']
n = len(pdfList)
mu, sigma, odds = pdfmax.pdfMax(pdfList, significance)
muError = abs(mu - refMu)
sigmaError = abs(sigma - refSigma)
oddsErrors = [abs(o - oref) for o, oref in zip(odds, refOdds)]
if n not in nStats:
nStats[n] = [stats.Stats(), stats.Stats(), stats.Stats()]
nStats[n][0].add(muError)
nStats[n][1].add(sigmaError)
for oddsError in oddsErrors:
nStats[n][2].add(oddsError)
maxList = [float('-inf')] * 9
count1, count2 = 0, 0
significance = float(sys.argv[1])
nStats = {}
for line in sys.stdin:
testcase = json.loads(line)
pdfList = [(item["mu"], item["sigma"]) for item in testcase["input"]]
refMu = testcase["expect"]["mu"]
refSigma = testcase["expect"]["sigma"]
refOdds = testcase["expect"]["odds"]
n = len(pdfList)
mu, sigma, odds = pdfmax.pdfMax(pdfList, significance)
muError = abs(mu - refMu)
sigmaError = abs(sigma - refSigma)
oddsErrors = [abs(o - oref) for o, oref in zip(odds, refOdds)]
if n not in nStats:
nStats[n] = [stats.Stats(), stats.Stats(), stats.Stats()]
nStats[n][0].add(muError)
nStats[n][1].add(sigmaError)
for oddsError in oddsErrors:
nStats[n][2].add(oddsError)
maxList = [float("-inf")] * 9
count1, count2 = 0, 0