                      oov_forms.append(form)
      if not forms:
          forms.extend(oov_forms)
      if not forms:
          forms.append(string)
      return list(set(forms))
 
</s> remove     if not output_path.exists():
        output_path.mkdir()
 </s> add  </s> remove @layerize
def _logistic(X, drop=0.):
    xp = get_array_module(X)
    if not isinstance(X, xp.ndarray):
        X = xp.asarray(X)
    # Clip to range (-10, 10)
    X = xp.minimum(X, 10., X)
    X = xp.maximum(X, -10., X)
    Y = 1. / (1. + xp.exp(-X))

    def logistic_bwd(dY, sgd=None):
        dX = dY * (Y * (1-Y))
        return dX

    return Y, logistic_bwd


 </s> add  </s> remove         with loc.open('r', encoding='utf8') as file_:
            docs = ujson.load(file_)
        if limit is not None:
            docs = docs[:limit]
        for doc in docs:
 </s> add         for doc in _json_iterate(loc): </s> remove         cfg.setdefault('cnn_maxout_pieces', 3)
 </s> add 
        forms.append(orig)
                      oov_forms.append(form)
      if not forms:
          forms.extend(oov_forms)
      if not forms:
        forms.append(orig)
      return list(set(forms))
keep keep keep keep replace keep
 Revert "Merge branch 'develop' of https://github.com/explosion/spaCy into develop"

This reverts commit c9ba3d3c2dc7067cf8bd55f878cec45a8c6d73d4, reversing
changes made to 92c26a35d425d4e8ca1b805ea776ea10f5ded3df. 
spacy/lemmatizer.py