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Fix significant bug in feature calculation -- off by 1
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@ -121,7 +121,7 @@ class PrecomputableMaxouts(Model):
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return Yfp, backward
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def Tok2Vec(width, embed_size, preprocess=None):
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cols = [LOWER, PREFIX, SUFFIX, SHAPE]
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cols = [ID, LOWER, PREFIX, SUFFIX, SHAPE]
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with Model.define_operators({'>>': chain, '|': concatenate, '**': clone, '+': add}):
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lower = get_col(cols.index(LOWER)) >> HashEmbed(width, embed_size)
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prefix = get_col(cols.index(PREFIX)) >> HashEmbed(width, embed_size//2)
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@ -150,7 +150,7 @@ def get_col(idx):
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ops = NumpyOps()
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else:
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ops = CupyOps()
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output = ops.xp.ascontiguousarray(X[:, idx])
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output = ops.xp.ascontiguousarray(X[:, idx], dtype=X.dtype)
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def backward(y, sgd=None):
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dX = ops.allocate(X.shape)
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dX[:, idx] += y
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@ -173,9 +173,10 @@ def doc2feats(cols=None):
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for doc in docs:
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if 'cached_feats' not in doc.user_data:
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doc.user_data['cached_feats'] = model.ops.asarray(
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doc.to_array(cols),
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dtype='uint64')
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doc.to_array(cols),
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dtype='uint64')
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feats.append(doc.user_data['cached_feats'])
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assert feats[-1].dtype == 'uint64'
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return feats, None
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model = layerize(forward)
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model.cols = cols
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