diff --git a/spacy/__main__.py b/spacy/__main__.py
index cf959def7..acce3b7c8 100644
--- a/spacy/__main__.py
+++ b/spacy/__main__.py
@@ -83,18 +83,20 @@ class CLI(object):
         n_iter=("number of iterations", "option", "n", int),
         nsents=("number of sentences", "option", None, int),
         parser_L1=("L1 regularization penalty for parser", "option", "L", float),
+        use_gpu=("Use GPU", "flag", "g", bool),
         no_tagger=("Don't train tagger", "flag", "T", bool),
         no_parser=("Don't train parser", "flag", "P", bool),
         no_ner=("Don't train NER", "flag", "N", bool)
     )
     def train(self, lang, output_dir, train_data, dev_data=None, n_iter=15,
-              nsents=0, parser_L1=0.0, no_tagger=False, no_parser=False, no_ner=False):
+              nsents=0, parser_L1=0.0, use_gpu=False,
+              no_tagger=False, no_parser=False, no_ner=False):
         """
         Train a model. Expects data in spaCy's JSON format.
         """
         nsents = nsents or None
-        cli_train(lang, output_dir, train_data, dev_data, n_iter, nsents, not no_tagger,
-                  not no_parser, not no_ner, parser_L1)
+        cli_train(lang, output_dir, train_data, dev_data, n_iter, nsents,
+                  use_gpu, not no_tagger, not no_parser, not no_ner, parser_L1)
 
     @plac.annotations(
         lang=("model language", "positional", None, str),