update

generator/ctrl/ctrl_generator.py

@@ -20,7 +20,7 @@ def loss(labels, logits):
 
 class CTRLGenerator():
 
-    def __init__(self, control_code="Writing Text: ", generate_num=64, temperature=0.5, topk=40):
+    def __init__(self, control_code="Writing Text: ", generate_num=64, temperature=0.3, topk=40):
 
         self.generate_num=generate_num
         model_dir = "generator/ctrl/training_utils/seqlen512_v1.ckpt/"

generator/ctrl/training_utils/training.py

@@ -134,8 +134,10 @@ model = tf.keras.Model(inputs=tokens, outputs=logits)
 # the loss function is a simple categorical crossentropy between the logits and the labels
 def loss(labels, logits):
     loss = tf.keras.losses.sparse_categorical_crossentropy(labels, logits, from_logits=True)
-    loss = tf.Print(loss, [loss])
-    return loss
+    sum = tf.math.reduce_sum(loss)
+    print_op = tf.Print(sum, [sum])
+    with tf.control_dependencies([print_op]):
+        return loss
 
 
 # the optimizer is not used since this code only supports inference

story/utils.py

@@ -1,3 +1,4 @@
+# coding: utf-8
 import re
 import yaml
 
@@ -104,6 +105,8 @@ def mapping_variation_pairs(mapping):
 
 first_to_second_mappings = [
     ("I'm", "you're"),
+    ("Im", "you're"),
+    ("Ive", "you've"),
     ("I am", "you are"),
     ("I", "you"),
     ("I've", "you've"),