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* Work on character tagger
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@ -125,9 +125,9 @@ cdef class TaggerNeuralNet(NeuralNet):
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cdef class CharacterTagger(NeuralNet):
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def __init__(self, n_classes,
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depth=4, hidden_width=100,
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chars_width=5,
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words_width=20, shape_width=5, suffix_width=5, tags_width=5,
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depth=5, hidden_width=20,
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chars_width=10,
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words_width=20, shape_width=5, suffix_width=5, tags_width=20,
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learn_rate=0.1):
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input_length = 5 * chars_width * self.chars_per_word + 2 * tags_width
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widths = [input_length] + [hidden_width] * depth + [n_classes]
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@ -153,11 +153,15 @@ cdef class CharacterTagger(NeuralNet):
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cdef int chars_per_word = self.chars_per_word
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cdef unicode string
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for string in (p2, p1, w, n1, n2):
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for c in range(chars_per_word):
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for c in range(chars_per_word / 2):
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eg.features[p].i = p
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eg.features[p].key = ord(string[c])
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eg.features[p].value = 1.0 if string[c] != u'_' else 0.0
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p += 1
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eg.features[p].i = p
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eg.features[p].key = ord(string[-(c+1)])
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eg.features[p].value = 1.0 if string[-(c+1)] != u'_' else 0.0
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p += 1
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eg.features[p].key = tokens[i-1].tag
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eg.features[p].value = 1.0
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eg.features[p].i = p
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@ -179,7 +183,7 @@ cdef class CharacterTagger(NeuralNet):
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property chars_per_word:
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def __get__(self):
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return 15
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return 16
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def _pad(word, nr_char):
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@ -187,14 +191,13 @@ def _pad(word, nr_char):
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pass
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elif len(word) > nr_char:
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split = nr_char / 2
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word = word[:split+1] + word[-split:]
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word = word[:split] + word[-split:]
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else:
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word = word.ljust(nr_char, ' ')
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word = word.ljust(nr_char, '_')
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assert len(word) == nr_char, repr(word)
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return word
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cdef inline void _fill_from_token(atom_t* context, const TokenC* t) nogil:
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context[0] = t.lex.lower
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context[1] = t.lex.cluster
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