def batch_loader(finput, fref, ftarget, bsize, maxpad, maxpart, maxtoken, minbsize): rsi = [] rsr = [] rst = [] nd = maxlen = mlen_i = mlen_r = 0 _bsize = bsize for i_d, rd, td in zip(list_reader(finput), list_reader(fref), line_reader(ftarget)): lid = len(i_d) lrd = len(rd) lgth = lid + lrd if maxlen == 0: maxlen = lgth + min(maxpad, lgth // maxpart + 1) _bsize = get_bsize(maxlen, maxtoken, bsize) if (nd < minbsize) or (lgth <= maxlen and nd < _bsize): rsi.append(i_d) rsr.append(rd) rst.append(float(td)) if lid > mlen_i: mlen_i = lid if lrd > mlen_r: mlen_r = lrd nd += 1 else: yield rsi, rsr, rst, mlen_i, mlen_r rsi = [i_d] rsr = [rd] rst = [float(td)] mlen_i = lid mlen_r = lrd maxlen = lgth + min(maxpad, lgth // maxpart + 1) _bsize = get_bsize(maxlen, maxtoken, bsize) nd = 1 if rsi: yield rsi, rsr, rst, mlen_i, mlen_r
def batch_loader(finput, bsize, maxpad, maxpart, maxtoken, minbsize):
rsi = []
nd = maxlen = minlen = mlen_i = 0
_bsize = bsize
for i_d in list_reader(finput):
lgth = len(i_d)
if maxlen == 0:
_maxpad = max(1, min(maxpad, lgth // maxpart + 1) // 2)
maxlen = lgth + _maxpad
minlen = lgth - _maxpad
_bsize = get_bsize(maxlen, maxtoken, bsize)
if (nd < minbsize) or (lgth <= maxlen and lgth >= minlen
and nd < _bsize):
rsi.append(i_d)
if lgth > mlen_i:
mlen_i = lgth
nd += 1
else:
yield rsi, mlen_i
rsi = [i_d]
mlen_i = lgth
_maxpad = max(1, min(maxpad, lgth // maxpart + 1) // 2)
maxlen = lgth + _maxpad
minlen = lgth - _maxpad
_bsize = get_bsize(maxlen, maxtoken, bsize)
nd = 1
if rsi:
yield rsi, mlen_i
def batch_loader(finput, ftarget, bsize, maxpad, maxpart, maxtoken, minbsize): rsi = [] rst = [] nd = maxlen = mlen_i = mlen_t = 0 for i_d, td in zip(list_reader(finput), list_reader(ftarget)): lid = len(i_d) ltd = len(td) lgth = lid + ltd if maxlen == 0: maxlen = lgth + min(maxpad, lgth // maxpart + 1) _bsize = get_bsize(maxlen, maxtoken, bsize) if (nd < minbsize) or (lgth <= maxlen and nd < _bsize): rsi.append(i_d) rst.append(td) if lid > mlen_i: mlen_i = lid if ltd > mlen_t: mlen_t = ltd nd += 1 else: yield rsi, rst, mlen_i, mlen_t rsi = [i_d] rst = [td] mlen_i = lid mlen_t = ltd maxlen = lgth + min(maxpad, lgth // maxpart + 1) _bsize = get_bsize(maxlen, maxtoken, bsize) nd = 1 if rsi: yield rsi, rst, mlen_i, mlen_t
def batch_loader(finput, ftarget, bsize, maxpad, maxpart, maxtoken, minbsize):
rsi = []
rst = []
nd = maxlen = minlen = mlen_i = mlen_t = nsent = 0
_bsize = bsize
for (i_d, i_lgth), (td, t_lgth) in zip(doc_reader(finput),
doc_reader(ftarget)):
cur_nsent = len(i_d)
lgth = i_lgth + t_lgth
if maxlen == 0:
_maxpad = max(1, min(maxpad, lgth // maxpart + 1) // 2)
maxlen = lgth + _maxpad
minlen = lgth - _maxpad
_bsize = max(1, get_bsize(maxlen, maxtoken, bsize) // cur_nsent)
if nsent == 0:
nsent = cur_nsent
if (cur_nsent == nsent) and (
(nd < minbsize) or
(lgth <= maxlen and lgth >= minlen and nd < _bsize)):
rsi.append(i_d)
rst.append(td)
if i_lgth > mlen_i:
mlen_i = i_lgth
if t_lgth > mlen_t:
mlen_t = t_lgth
nd += 1
else:
yield rsi, rst, mlen_i, mlen_t, nsent
rsi = [i_d]
rst = [td]
mlen_i = i_lgth
mlen_t = t_lgth
nsent = cur_nsent
_maxpad = max(1, min(maxpad, lgth // maxpart + 1) // 2)
maxlen = lgth + _maxpad
minlen = lgth - _maxpad
_bsize = max(1, get_bsize(maxlen, maxtoken, bsize) // cur_nsent)
nd = 1
if rsi:
yield rsi, rst, mlen_i, mlen_t, nsent
def batch_loader(finput, ftarget, bsize, maxpad, maxpart, maxtoken, minbsize):
_f_maxpart = float(maxpart)
rsi = []
rst = []
rstask = None
nd = maxlen = mlen_i = mlen_t = 0
for i_d, td in zip(list_reader(finput), list_reader(ftarget)):
lid = len(i_d) - 1
ltd = len(td)
lgth = lid + ltd
_task = i_d[0]
# uncomment the following 2 lines to filter out empty data (e.g. in OPUS-100).
#if (lid <= 0) or (ltd <= 0):
#continue
if maxlen == 0:
maxlen = lgth + min(maxpad, ceil(lgth / _f_maxpart))
_bsize = get_bsize(maxlen, maxtoken, bsize)
rstask = _task
if (rstask == _task) and ((nd < minbsize) or
(lgth <= maxlen and nd < _bsize)):
rsi.append(i_d[1:])
rst.append(td)
if lid > mlen_i:
mlen_i = lid
if ltd > mlen_t:
mlen_t = ltd
nd += 1
else:
yield rsi, rst, rstask, mlen_i, mlen_t
rsi = [i_d[1:]]
rstask = _task
rst = [td]
mlen_i = lid
mlen_t = ltd
maxlen = lgth + min(maxpad, ceil(lgth / _f_maxpart))
_bsize = get_bsize(maxlen, maxtoken, bsize)
nd = 1
if rsi:
yield rsi, rst, rstask, mlen_i, mlen_t
def batch_loader(finput, fmt, ftarget, bsize, maxpad, maxpart, maxtoken, minbsize): _f_maxpart = float(maxpart) rsi = [] rsm = [] rst = [] nd = maxlen = mlen_i = mlen_m = mlen_t = 0 for i_d, md, td in zip(list_reader(finput), list_reader(fmt), list_reader(ftarget)): lid = len(i_d) lmd = len(md) ltd = len(td) lgth = lid + lmd + ltd if maxlen == 0: maxlen = lgth + min(maxpad, ceil(lgth / _f_maxpart)) _bsize = get_bsize(maxlen, maxtoken, bsize) if (nd < minbsize) or (lgth <= maxlen and nd < _bsize): rsi.append(i_d) rsm.append(md) rst.append(td) if lid > mlen_i: mlen_i = lid if lmd > mlen_m: mlen_m = lmd if ltd > mlen_t: mlen_t = ltd nd += 1 else: yield rsi, rsm, rst, mlen_i, mlen_m, mlen_t rsi = [i_d] rsm = [md] rst = [td] mlen_i = lid mlen_m = lmd mlen_t = ltd maxlen = lgth + min(maxpad, ceil(lgth / _f_maxpart)) _bsize = get_bsize(maxlen, maxtoken, bsize) nd = 1 if rsi: yield rsi, rsm, rst, mlen_i, mlen_m, mlen_t
def batch_loader(finput, bsize, maxpad, maxpart, maxtoken, minbsize):
_f_maxpart = float(maxpart)
rsi = []
rstask = None
nd = maxlen = minlen = mlen_i = 0
for i_d in list_reader(finput):
lgth = len(i_d) - 1
_task = i_d[0]
#if lgth <= 0:
#continue
if maxlen == 0:
_maxpad = max(1, min(maxpad, ceil(lgth / _f_maxpart)) // 2)
maxlen = lgth + _maxpad
minlen = lgth - _maxpad
_bsize = get_bsize(maxlen, maxtoken, bsize)
rstask = _task
if (rstask == _task) and (
(nd < minbsize) or
(lgth <= maxlen and lgth >= minlen and nd < _bsize)):
rsi.append(i_d[1:])
if lgth > mlen_i:
mlen_i = lgth
nd += 1
else:
yield rsi, rstask, mlen_i
rsi = [i_d[1:]]
rstask = _task
mlen_i = lgth
_maxpad = max(1, min(maxpad, ceil(lgth / _f_maxpart)) // 2)
maxlen = lgth + _maxpad
minlen = lgth - _maxpad
_bsize = get_bsize(maxlen, maxtoken, bsize)
nd = 1
if rsi:
yield rsi, rstask, mlen_i