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	syntax error on two functions
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					@ -101,10 +101,11 @@ class _Attention(object):
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        self.model = TimeDistributed(self.model)
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					        self.model = TimeDistributed(self.model)
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    def __call__(self, sent1, sent2):
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					    def __call__(self, sent1, sent2):
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        def _outer((A, B)):
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					        def _outer(AB):
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            att_ji = T.batched_dot(B, A.dimshuffle((0, 2, 1)))
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					            att_ji = T.batched_dot(AB[1], AB[0].dimshuffle((0, 2, 1)))
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            return att_ji.dimshuffle((0, 2, 1))
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					            return att_ji.dimshuffle((0, 2, 1))
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        return merge(
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					        return merge(
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                [self.model(sent1), self.model(sent2)],
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					                [self.model(sent1), self.model(sent2)],
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                mode=_outer,
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					                mode=_outer,
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					@ -117,7 +118,9 @@ class _SoftAlignment(object):
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        self.nr_hidden = nr_hidden
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					        self.nr_hidden = nr_hidden
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    def __call__(self, sentence, attention, transpose=False):
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					    def __call__(self, sentence, attention, transpose=False):
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        def _normalize_attention((att, mat)):
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					        def _normalize_attention(attmat):
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					            att = attmat[0]
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					            mat = attmat[1]
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            if transpose:
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					            if transpose:
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                att = att.dimshuffle((0, 2, 1))
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					                att = att.dimshuffle((0, 2, 1))
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            # 3d softmax
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					            # 3d softmax
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