def performExperiments(numTrials, year, batchNumber, model):
summarizer = RuntimeSummary(model)
correctVector = getActualBracketVector(year)
scores = [None] * numTrials
for n in range(numTrials):
newBracketVector = generateBracket(model, year)
summarizer.analyze_bracket(np.array(newBracketVector))
newBracketScore = scoreBracket(newBracketVector, correctVector)
# sys.stdout.write(''.join(str(bit) for bit in newBracketVector) + '\n')
# numCorrectPicks = calcCorrectPicks(newBracketScore)
scores[n] = newBracketScore[0]
bracketListDict = {
'year': year,
'actualBracket': ''.join(str(bit) for bit in correctVector),
'scores': scores
}
if numTrials < 1000:
folderName = 'Experiments/{0}Trials'.format(numTrials)
else:
folderName = 'Experiments/{0}kTrials'.format(int(numTrials / 1000))
batchFolderName = '{0}/Batch{1:02d}'.format(folderName, batchNumber)
outputFilename = '{2}/generatedScores_{0}_{1}.json'.format(
model['modelName'], year, batchFolderName)
summaryFilename = '{2}/vectorStats_{0}_{1}.json'.format(
model['modelName'], year, batchFolderName)
with open(outputFilename, 'w') as outputFile:
outputFile.write(json.dumps(bracketListDict))
summarizer.to_json(summaryFilename)
def performExperiments(numTrials, year, batchNumber, model):
correctVector = getActualBracketVector(year)
brackets = []
for n in range(numTrials):
newBracketVector = generateBracket(model, year)
newBracketScore = scoreBracket(newBracketVector, correctVector)
# numCorrectPicks = calcCorrectPicks(newBracketScore)
newBracketString = ''.join(str(bit) for bit in newBracketVector)
# brackets.append({'bracketVector': newBracketString, 'score': newBracketScore, 'correctPicks': numCorrectPicks, 'model': model['modelName']})
brackets.append({'bracketVector': newBracketString, 'score': newBracketScore})
bracketListDict = {'year': year, 'actualBracket': ''.join(str(bit) for bit in correctVector), 'brackets': brackets}
if numTrials < 1000:
folderName = 'Experiments/{0}Trials'.format(numTrials)
else:
folderName = 'Experiments/{0}kTrials'.format(int(numTrials / 1000))
batchFolderName = '{0}/Batch{1:02d}'.format(folderName, batchNumber)
outputFilename = '{2}/generatedBrackets_{0}_{1}.json'.format(model['modelName'], year, batchFolderName)
with open(outputFilename, 'w') as outputFile:
outputFile.write(json.dumps(bracketListDict))
def performExperiments(numTrials, year, batchNumber, model):
summarizer = RuntimeSummary(model)
correctVector = getActualBracketVector(year)
scores = [None] * numTrials
scoreMethod = scoreFFFBracket if model.get(
'format') == 'FFF' else scoreBracket
for n in range(numTrials):
newBracketVector = generateBracket(model, year)
assert np.all(newBracketVector != -1)
summarizer.analyze_bracket(newBracketVector)
newBracketScore = scoreMethod(newBracketVector, correctVector)
scores[n] = newBracketScore[0]
bracketListDict = {
'year': year,
'actualBracket': ''.join(str(bit) for bit in correctVector),
'scores': scores
}
if numTrials < 1000:
folderName = 'Experiments/{0}Trials'.format(numTrials)
else:
folderName = 'Experiments/{0}kTrials'.format(int(numTrials / 1000))
batchFolderName = '{0}/Batch{1:02d}'.format(folderName, batchNumber)
outputFilename = '{2}/generatedScores_{0}_{1}.json'.format(
model['modelName'], year, batchFolderName)
summaryFilename = '{2}/vectorStats_{0}_{1}.json'.format(
model['modelName'], year, batchFolderName)
with open(outputFilename, 'w') as outputFile:
outputFile.write(json.dumps(bracketListDict))
summarizer.to_json(summaryFilename)
# The four positions are indexed 0 through 3.
# Each possible position-seed pairing has a unique
# identifier: [position index]_[2-digit seed number].
# For example, if the bottom position had an 8 seed,
# that would be represented as "3_08".
idStrings = []
freqCounts = []
for posIndex in range(4):
for seedNum in range(1, 17):
idStrings.append('{0}_{1:02d}'.format(posIndex, seedNum))
freqCounts.append(0)
freqs = dict(zip(idStrings, freqCounts))
for year in range(1985, cutoffYear + 1):
bracketVector = getActualBracketVector(year)
ffSeeds = []
# Compute Final Four seeds
for region in range(4):
start = 15 * region
end = start + 8
regionVector = bracketVector[start:end]
seeds = [1, 16, 8, 9, 5, 12, 4, 13, 6, 11, 3, 14, 7, 10, 2, 15]
for r in range(1, 5):
seeds = applyRoundResults(seeds, regionVector)
start = end
end += int(len(seeds) / 2)
#!/usr/bin/env python
import sys
import csv
from scoringUtils import getActualBracketVector
from scoringUtils import scoreBracket
bracketsFilename = sys.argv[1]
# Will only print brackets at or above this minimum score
minScore = 0
if len(sys.argv) > 2:
minScore = int(sys.argv[2])
actualVector = getActualBracketVector(2018)
print 'Vector,Score,R64,R32,S16,E8,F4,NCG'
with open(bracketsFilename, 'rb') as csvfile:
reader = csv.reader(csvfile)
for row in reader:
if len(row) == 0:
continue
bracketString = str(row[0])
bracketVector = [
int(bracketString[i]) for i in range(len(bracketString))
]
bracketScore = scoreBracket(bracketVector, actualVector)
if bracketScore[0] >= minScore:
print '"{0}",{1},{2},{3},{4},{5},{6},{7}'.format(
