print("-------------------------------------------------")
print("Generating concept1GivenC2C3C4.* files.")
conceptMap = LexMap().read(conceptFileName)
wordMap = LexMap().read(wordFileName)
conceptCard = len(conceptMap)
wordCard = len(wordMap)
dt3 = {}
for fileName in list:
if verbose:
print("Processing file: " + fileName)
HiddenObservation().read(fileName).collectConceptsC2C3C4(dt3)
##############################################################################
# save fourgrams
numberOfSpmfs = gmtk.saveDt(dirOut, "concept2GivenC3C4", dt3, 2)
gmtk.saveCollection(dirOut, "concept2GivenC3C4", numberOfSpmfs)
gmtk.saveSpmfs(dirOut, "concept2GivenC3C4", numberOfSpmfs, conceptCard)
#gmtk.saveDpmfs(dirOut, "concept2GivenC3C4", numberOfSpmfs, conceptCard)
gmtk.saveDpmfsConcept(dirOut, "concept2GivenC3C4", numberOfSpmfs, conceptCard, type="c2")
if verbose:
print("-------------------------------------------------")
print("Finish")
dt3 = {}
dt2 = {}
for fileName in list:
if verbose:
print("Processing file: " + fileName)
ho = HiddenObservation().read(fileName)
ho.collectConceptsC1C2C3C4(dt4)
ho.collectConceptsC1C2C3(dt3)
ho.collectConceptsC1C2(dt2)
##############################################################################
# save pentagrams
numberOfSpmfs = gmtk.saveDt(dirOut, "popGivenC1C2C3C4", dt4)
gmtk.saveCollection(dirOut, "popGivenC1C2C3C4", numberOfSpmfs)
gmtk.saveSpmfs(dirOut, "popGivenC1C2C3C4", numberOfSpmfs, popCard)
gmtk.saveDpmfsPopPush(dirOut, "popGivenC1C2C3C4", numberOfSpmfs, popCard)
##############################################################################
# save quatrograms
numberOfSpmfs = gmtk.saveDt(dirOut, "popGivenC1C2C3", dt3, 3)
gmtk.saveCollection(dirOut, "popGivenC1C2C3", numberOfSpmfs)
gmtk.saveSpmfs(dirOut, "popGivenC1C2C3", numberOfSpmfs, popCard)
# do not generate dpmfs because it will be created during smoothing
##############################################################################
# save trigrams
numberOfSpmfs = gmtk.saveDt(dirOut, "popGivenC1C2", dt2, 2)
dt3 = {}
dt2 = {}
for fileName in list:
if verbose:
print("Processing file: " + fileName)
ho = HiddenObservation().read(fileName)
ho.collectConceptsC1C2C3C4(dt4)
ho.collectConceptsC1C2C3(dt3)
ho.collectConceptsC1C2(dt2)
##############################################################################
# save pentagrams
numberOfSpmfs = gmtk.saveDt(dirOut, "popGivenC1C2C3C4", dt4)
gmtk.saveCollection(dirOut, "popGivenC1C2C3C4", numberOfSpmfs)
gmtk.saveSpmfs(dirOut, "popGivenC1C2C3C4", numberOfSpmfs, popCard)
gmtk.saveDpmfsPopPush(dirOut, "popGivenC1C2C3C4", numberOfSpmfs, popCard)
##############################################################################
# save quatrograms
numberOfSpmfs = gmtk.saveDt(dirOut, "popGivenC1C2C3", dt3, 3)
gmtk.saveCollection(dirOut, "popGivenC1C2C3", numberOfSpmfs)
gmtk.saveSpmfs(dirOut, "popGivenC1C2C3", numberOfSpmfs, popCard)
# do not generate dpmfs because it will be created during smoothing
##############################################################################
# save trigrams
numberOfSpmfs = gmtk.saveDt(dirOut, "popGivenC1C2", dt2, 2)
sum += table.getSafeValue([w] + hist)
for w in range(symCard):
index = [ w ] + hist
if table.getSafeValue(index) >= EPSILON:
new_value = table.getSafeValue(index)/sum
table.setValue(index, new_value)
return table
def storeResults(self, outDir, symName, (dt4, dt3, dt2), word_C, constFile=None, constAppend=True):
wordCard = len(self.symMap)
# Save 5-grams
NAME = '%sGivenC1C2C3C4' % symName
numberOfSpmfs = gmtk.saveDt(outDir, NAME, dt4, 4)
gmtk.saveCollection(outDir, NAME, numberOfSpmfs)
gmtk.saveSpmfs(outDir, NAME, numberOfSpmfs, wordCard)
number = len(word_C.vectSubList([1, 2, 3, 4]))
gmtk.saveDpmfsProbs(outDir, NAME, number, wordCard, word_C)
if constFile:
if constAppend:
const_fw = file(constFile, 'a')
else:
const_fw = file(writeConst, 'w')
try:
const_fw.write("\n% the cardinality should be CONCEPT_CARD^DEPTH_OF_STACK, but I know that the stack values are sparse\n")
const_fw.write("#define JOINT_C1C2C3C4_CARD %d\n" % numberOfSpmfs)
finally:
const_fw.close()
table.setValue(index, new_value)
return table
def storeResults(self,
outDir,
symName,
(dt4, dt3, dt2),
word_C,
constFile=None,
constAppend=True):
wordCard = len(self.symMap)
# Save 5-grams
NAME = '%sGivenC1C2C3C4' % symName
numberOfSpmfs = gmtk.saveDt(outDir, NAME, dt4, 4)
gmtk.saveCollection(outDir, NAME, numberOfSpmfs)
gmtk.saveSpmfs(outDir, NAME, numberOfSpmfs, wordCard)
number = len(word_C.vectSubList([1, 2, 3, 4]))
gmtk.saveDpmfsProbs(outDir, NAME, number, wordCard, word_C)
if constFile:
if constAppend:
const_fw = file(constFile, 'a')
else:
const_fw = file(writeConst, 'w')
try:
const_fw.write(
"\n% the cardinality should be CONCEPT_CARD^DEPTH_OF_STACK, but I know that the stack values are sparse\n"
)
const_fw.write("#define JOINT_C1C2C3C4_CARD %d\n" %
