def START_est(filename):
stop = 0.90
thres = 40
flag = True
read = MAR()
read = read.create(filename)
read.restart()
read = MAR()
read = read.create(filename)
target = int(read.get_allpos() * stop)
while True:
pos, neg, total = read.get_numbers()
# print("%d, %d" %(pos,pos+neg))
if pos >= target:
break
if pos == 0 or pos + neg < thres:
for id in read.random():
read.code(id, read.body["label"][id])
else:
a, b, ids, c = read.train(pne=True)
if pos >= 60 and flag:
read.cache_est()
# read.xx=read.simcurve['x']
# read.yy=read.simcurve['pos']
flag = False
for id in ids:
read.code(id, read.body["label"][id])
return read
def Codes(filename, code):
stop = 0.95
thres = 0
if "P" in code:
starting = 5
else:
starting = 1
weighting = "W" in code or "M" in code
uncertain = "U" in code
stopping = "S" in code
read = MAR()
read = read.create(filename)
read.restart()
read = MAR()
read = read.create(filename)
if not ("A" in code or "M" in code):
read.enough = 100000
target = int(read.get_allpos() * stop)
while True:
pos, neg, total = read.get_numbers()
# print("%d, %d" %(pos,pos+neg))
if pos >= target:
break
if pos < starting or pos + neg < thres:
for id in read.random():
read.code(id, read.body["label"][id])
else:
a, b, c, d, e = read.train(weighting=weighting)
if pos < 30 and uncertain:
for id in a:
read.code(id, read.body["label"][id])
else:
if stopping:
now = 0
while pos < target:
for id in e[now:now + read.step]:
read.code(id, read.body["label"][id])
pos, neg, total = read.get_numbers()
now = now + read.step
else:
for id in c:
read.code(id, read.body["label"][id])
return read
def START_DOC2VEC(filename):
stop = 0.95
thres = 40
read = MAR()
read = read.create(filename)
read.restart()
read = MAR()
read = read.create(filename)
target = int(read.get_allpos() * stop)
while True:
pos, neg, total = read.get_numbers()
print("%d, %d" % (pos, pos + neg))
if pos >= target:
break
if pos == 0 or pos + neg < thres:
for id in read.random():
read.code(id, read.body["label"][id])
else:
a, b, c, d, e = read.train(weighting=True)
for id in c:
read.code(id, read.body["label"][id])
return read
