def getvector(self, word):
try:
if isstring(word):
return self.w[self.D[word]]
elif isnumber(word):
return self.w[word, :]
except Exception:
return None
def loadgeopl(p="../../../data/semparse/geoquery.txt",
customemb=False,
reverse=True,
splitre=None,
adic={}):
qss, ass = [], []
maxqlen, maxalen = 0, 0
qwords, awords = {"<RARE>": 1}, {}
if isstring(p):
p = open(p)
for line in p:
splitre = (
"[\s-]" if customemb else "\s") if splitre is None else splitre
q, a = [re.split(splitre, x) for x in line.split("\t")]
q = ["<s>"] + q + ["</s>"]
a = ["<s>"] + a + ["</s>"]
qss.append(q)
ass.append(a)
maxqlen = max(len(q), maxqlen)
maxalen = max(len(a), maxalen)
for qw in q:
if qw not in qwords:
qwords[qw] = 0
qwords[qw] += 1
for aw in a:
if aw not in awords:
awords[aw] = 0
awords[aw] += 1
qmat = np.zeros((len(qss), maxqlen), dtype="int32")
amat = np.zeros((len(ass), maxalen), dtype="int32")
qdic = dict(
zip([
x for x, y in sorted(
qwords.items(), reverse=True, key=lambda (x, y): y)
], range(2,
len(qwords) + 2)))
maxadic = max(adic.values()) if len(adic) > 0 else 0
for x, y in sorted(awords.items(), reverse=True, key=lambda (x, y): y):
if x not in adic:
adic[x] = maxadic + 1
maxadic += 1
'''adic = dict(zip([x for x, y in sorted(awords.items(), reverse=True, key=lambda (x, y): y)],
range(1, len(awords) + 1)))'''
for i in range(len(qss)):
q = qss[i]
a = ass[i]
qx = [qdic[x] for x in q]
if reverse:
qx.reverse()
qmat[i, :len(q)] = qx
amat[i, :len(a)] = [adic[x] for x in a]
return qmat, amat, qdic, adic, qwords, awords
def wrapf(attr, root=None):
if isfunction(attr): # real function
innerwrap = prefwrap(attr, root) #lambda *args, **kwargs: fwrap(attr, root, *args, **kwargs)
elif isnumber(attr) or isstring(attr): # or other literals/non-syms/modules/properties/...
return attr
elif isinstance(attr, ModuleType):
innerwrap = pwrap(attr)
elif isinstance(attr, theano.Variable):
innerwrap = vwrap(attr, root)
else:
innerwrap = attr
return innerwrap
def wrapf(attr, root=None):
if isfunction(attr): # real function
innerwrap = OpBlock(attr, root)
elif isnumber(attr) or isstring(attr): # or other literals/non-syms/modules/properties/...
return attr
elif isinstance(attr, ModuleType):
innerwrap = WrappedAttr(attr)
elif isinstance(attr, theano.Variable):
innerwrap = Var(attr)
if isinstance(root, Var): # propagate params
innerwrap.push_params(root._params)
else:
innerwrap = attr
return innerwrap
def __init__(self,
subjinfop="subjs-counts-labels-types.fb2m.tsv",
revind=None):
self.indexdict = {}
self.ignoresubgrams = True
self.processor = Processor()
self.revind = revind
self.maxeditdistance = 1
if isstring(subjinfop):
self.build(subjinfop)
elif isinstance(subjinfop, dict):
self.indexdict = subjinfop
else:
raise Exception("unknown stuff")
def wrapf(attr, root=None):
if isfunction(attr): # real function
innerwrap = OpBlock(attr, root)
elif isnumber(attr) or isstring(attr): # or other literals/non-syms/modules/properties/...
return attr
elif isinstance(attr, ModuleType):
innerwrap = WrappedAttr(attr)
elif isinstance(attr, theano.Variable):
innerwrap = Var(attr)
if isinstance(root, Var): # propagate params
innerwrap.push_params(root._params)
else:
innerwrap = attr
return innerwrap
def __init__(self,
dim=50,
indim=None,
value=None,
worddic=None,
normalize=False,
trainfrac=1.0,
init=None,
raretoken="<RARE>",
**kw):
if isstring(value): # path
assert (init is None and worddic is None)
value, worddic = self.loadvalue(value, dim, indim=indim)
indim = max(worddic.values()) + 1
if worddic is not None:
wdvals = worddic.values()
#embed()
if raretoken is not None:
if raretoken not in worddic:
assert (0 not in wdvals) # make sure index zero is free
worddic[raretoken] = 0
assert (raretoken in worddic) # raretoken must be in dic
else:
pass # no rare tokens
assert (min(wdvals) >= 0) # word ids must be positive non-zero
assert (indim == max(wdvals) + 1 or indim is None)
if indim is None:
indim = max(worddic.values()) + 1 # to init from worddic
super(WordEmb, self).__init__(indim=indim,
dim=dim,
value=value,
normalize=normalize,
worddic=worddic,
trainfrac=trainfrac,
init=init,
raretoken=raretoken,
**kw)
def init(self, arg, *args, **kwargs):
if isstring(arg):
assert hasattr(self, arg)
return getattr(self, arg)(*args, **kwargs)
elif isfunction(arg):
return self._init_helper(arg)
def init(self, arg, *args, **kwargs):
if isstring(arg):
assert hasattr(self, arg)
return getattr(self, arg)(*args, **kwargs)
elif isfunction(arg):
return self._init_helper(arg)
def init(self, arg, *args, **kwargs):
if isstring(arg):
assert hasattr(self, arg)
return getattr(self, arg)(*args, **kwargs)