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-rw-r--r--tensorflow/examples/tutorials/word2vec/word2vec_basic.py2
1 files changed, 1 insertions, 1 deletions
diff --git a/tensorflow/examples/tutorials/word2vec/word2vec_basic.py b/tensorflow/examples/tutorials/word2vec/word2vec_basic.py
index 09d0678d3e..e81df38343 100644
--- a/tensorflow/examples/tutorials/word2vec/word2vec_basic.py
+++ b/tensorflow/examples/tutorials/word2vec/word2vec_basic.py
@@ -128,7 +128,7 @@ num_skips = 2 # How many times to reuse an input to generate a label.
# construction are also the most frequent.
valid_size = 16 # Random set of words to evaluate similarity on.
valid_window = 100 # Only pick dev samples in the head of the distribution.
-valid_examples = np.array(random.sample(np.arange(valid_window), valid_size))
+valid_examples = np.random.choice(valid_window, valid_size, replace=False)
num_sampled = 64 # Number of negative examples to sample.
graph = tf.Graph()