spaCy/spacy/ml/common.py

23 lines
637 B
Python

from __future__ import unicode_literals
from thinc.api import chain
from thinc.v2v import Maxout
from thinc.misc import LayerNorm
from ..util import register_architecture, make_layer
@register_architecture("thinc.FeedForward.v1")
def FeedForward(config):
layers = [make_layer(layer_cfg) for layer_cfg in config["layers"]]
model = chain(*layers)
model.cfg = config
return model
@register_architecture("spacy.LayerNormalizedMaxout.v1")
def LayerNormalizedMaxout(config):
width = config["width"]
pieces = config["pieces"]
layer = LayerNorm(Maxout(width, pieces=pieces))
layer.nO = width
return layer