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One more post before I head to work out...
The almost-10K-strong fantasy title list I mention in the previous post has been through the neural network now. I had it go through 10 times, spitting sample titles out every 2 epochs. The full results are below the cut.
I'm starting it on a second round of training (I think it keeps the previous training in mind when it goes again...I think), and having it do 50 epochs, spitting out every 5. We'll see how good the titles are from that.
Anyway, as usual I can't guarantee that it's not just reproducing existing titles (especially on the lower temperatures, which have lower creativity). I also attempted to get rid of all things in parentheses but obviously my grep failed at that.
13,941 texts collected.
Training new model w/ 4-layer, 128-cell Bidirectional LSTMs
Training on 399,633 character sequences.
Epoch 1/10
390/390 [==============================] - 145s 372ms/step - loss: 2.5875
Epoch 2/10
390/390 [==============================] - 139s 357ms/step - loss: 1.8380
####################
Temperature: 0.2
####################
The Chronicles, #1)
The Serince (The Secretion (The Sing (The Dragon (The Story (The Dragon (The Sister (The Dragon (The Serince (The Secretion (The Chronicles, #1)
The Story (The Elfring (The Story (The Dragon (The Story (The Dragon (The Secret (The Story (The Deadion (The Story (The Story (The Story (The Dragon (The Secretion (The Secretion (The Dragon (The Dragon (The Serince (The Realm (The Dragon (The Story (The Story (The Sword (The Dark (The Story (The
####################
Temperature: 0.5
####################
Warr (Dragons (The Circe (The Wicker Godding (The Story, #2)
The Secret (Stering (The Dook of Story (The Dragon (The Chronicles, #1)
The Light Bear (Siller (Dragon (The Decring (The Kingdom Sonced (The Magic (Chronicles, #1)
####################
Temperature: 1.0
####################
Brighn Chronicles of Deadia Breshady Coväusideal Jurnion Pelsipher's Andar (The Cind Roeid (The Dragons (Dookness lyels Rived's Wifr Kned (Small Wtaire
The Mation's Fi, Magy (A Dreadewal of Migh eilima
Chai, #1)
Epoch 3/10
390/390 [==============================] - 139s 357ms/step - loss: 1.5905
Epoch 4/10
390/390 [==============================] - 139s 357ms/step - loss: 1.3972
####################
Temperature: 0.2
####################
The Secret (The Shadow World, #1)
The First of the Falls (The Black Jewels, #1)
The Secret of the Blood (The Second of the Falls, #1)
####################
Temperature: 0.5
####################
The Brince of the Good (The Heroes of the Flames, #1)
First Fire (The Dark of the World, #1)
The Soul For (The Shadows of the Forgotten First, #1)
####################
Temperature: 1.0
####################
Cirque Coal of Thomp
Prince Hunt Fairies (Dreamborn #2)
Kristress Ach (New Guiler, #1)
Epoch 5/10
390/390 [==============================] - 140s 358ms/step - loss: 1.2803
Epoch 6/10
390/390 [==============================] - 140s 358ms/step - loss: 1.1857
####################
Temperature: 0.2
####################
The Shadow of the Shadow (The Silver Saga, #1)
The Shadow of the Silver (The Shadow of the Fallen, #1)
The Shadow of the Seven (The Second Chronicles, #1)
####################
Temperature: 0.5
####################
The Shadow Kings (The Book of the Five, #2)
The Shadow of the Darkness (The Bastain Trilogy, #1)
The Last Treasure (The Magic Saga #3)
####################
Temperature: 1.0
####################
Kilsdord byth
The Sorcerer's Epiper
The Gets of Isado (Malaz Rannia, #1)
Epoch 7/10
390/390 [==============================] - 139s 357ms/step - loss: 1.1030
Epoch 8/10
390/390 [==============================] - 140s 358ms/step - loss: 1.0300
####################
Temperature: 0.2
####################
The Shadow of the Shadows (The Silk & Steel Saga, #1)
The Shadow War (The Shadow Faerie, #1)
The Shadow of the Blood (The Shadow of the Dragon, #1)
####################
Temperature: 0.5
####################
The Talisman (The Lost Journals, #1)
The Trouble (The Dreamers, #1)
The Golden Gretel
####################
Temperature: 1.0
####################
Wake of Weality
Lumil Tower (The Bitterbinds, #1)
Finning (Son Tower, #8)
Epoch 9/10
390/390 [==============================] - 139s 356ms/step - loss: 0.9646
Epoch 10/10
390/390 [==============================] - 139s 356ms/step - loss: 0.9096
####################
Temperature: 0.2
####################
The Story of the Shadows (The Secrets of the Glen, #1)
The Story of the Shadows (Shadow Fall, #1)
The Story of the World (The Dresden Files, #1)
####################
Temperature: 0.5
####################
A Storm of Creation (The Tales of Goldstone Wood, #1)
The Silver Heart (Elfs of the Dawn, #15)
The Magician: A Fairy Tale Retold (The Book of the White Hell, #1)
####################
Temperature: 1.0
####################
Wildwood Rising (White Crowthistle #1)
Sharanica
The Swan Corphant
I'm starting it on a second round of training (I think it keeps the previous training in mind when it goes again...I think), and having it do 50 epochs, spitting out every 5. We'll see how good the titles are from that.
Anyway, as usual I can't guarantee that it's not just reproducing existing titles (especially on the lower temperatures, which have lower creativity). I also attempted to get rid of all things in parentheses but obviously my grep failed at that.
13,941 texts collected.
Training new model w/ 4-layer, 128-cell Bidirectional LSTMs
Training on 399,633 character sequences.
Epoch 1/10
390/390 [==============================] - 145s 372ms/step - loss: 2.5875
Epoch 2/10
390/390 [==============================] - 139s 357ms/step - loss: 1.8380
####################
Temperature: 0.2
####################
The Chronicles, #1)
The Serince (The Secretion (The Sing (The Dragon (The Story (The Dragon (The Sister (The Dragon (The Serince (The Secretion (The Chronicles, #1)
The Story (The Elfring (The Story (The Dragon (The Story (The Dragon (The Secret (The Story (The Deadion (The Story (The Story (The Story (The Dragon (The Secretion (The Secretion (The Dragon (The Dragon (The Serince (The Realm (The Dragon (The Story (The Story (The Sword (The Dark (The Story (The
####################
Temperature: 0.5
####################
Warr (Dragons (The Circe (The Wicker Godding (The Story, #2)
The Secret (Stering (The Dook of Story (The Dragon (The Chronicles, #1)
The Light Bear (Siller (Dragon (The Decring (The Kingdom Sonced (The Magic (Chronicles, #1)
####################
Temperature: 1.0
####################
Brighn Chronicles of Deadia Breshady Coväusideal Jurnion Pelsipher's Andar (The Cind Roeid (The Dragons (Dookness lyels Rived's Wifr Kned (Small Wtaire
The Mation's Fi, Magy (A Dreadewal of Migh eilima
Chai, #1)
Epoch 3/10
390/390 [==============================] - 139s 357ms/step - loss: 1.5905
Epoch 4/10
390/390 [==============================] - 139s 357ms/step - loss: 1.3972
####################
Temperature: 0.2
####################
The Secret (The Shadow World, #1)
The First of the Falls (The Black Jewels, #1)
The Secret of the Blood (The Second of the Falls, #1)
####################
Temperature: 0.5
####################
The Brince of the Good (The Heroes of the Flames, #1)
First Fire (The Dark of the World, #1)
The Soul For (The Shadows of the Forgotten First, #1)
####################
Temperature: 1.0
####################
Cirque Coal of Thomp
Prince Hunt Fairies (Dreamborn #2)
Kristress Ach (New Guiler, #1)
Epoch 5/10
390/390 [==============================] - 140s 358ms/step - loss: 1.2803
Epoch 6/10
390/390 [==============================] - 140s 358ms/step - loss: 1.1857
####################
Temperature: 0.2
####################
The Shadow of the Shadow (The Silver Saga, #1)
The Shadow of the Silver (The Shadow of the Fallen, #1)
The Shadow of the Seven (The Second Chronicles, #1)
####################
Temperature: 0.5
####################
The Shadow Kings (The Book of the Five, #2)
The Shadow of the Darkness (The Bastain Trilogy, #1)
The Last Treasure (The Magic Saga #3)
####################
Temperature: 1.0
####################
Kilsdord byth
The Sorcerer's Epiper
The Gets of Isado (Malaz Rannia, #1)
Epoch 7/10
390/390 [==============================] - 139s 357ms/step - loss: 1.1030
Epoch 8/10
390/390 [==============================] - 140s 358ms/step - loss: 1.0300
####################
Temperature: 0.2
####################
The Shadow of the Shadows (The Silk & Steel Saga, #1)
The Shadow War (The Shadow Faerie, #1)
The Shadow of the Blood (The Shadow of the Dragon, #1)
####################
Temperature: 0.5
####################
The Talisman (The Lost Journals, #1)
The Trouble (The Dreamers, #1)
The Golden Gretel
####################
Temperature: 1.0
####################
Wake of Weality
Lumil Tower (The Bitterbinds, #1)
Finning (Son Tower, #8)
Epoch 9/10
390/390 [==============================] - 139s 356ms/step - loss: 0.9646
Epoch 10/10
390/390 [==============================] - 139s 356ms/step - loss: 0.9096
####################
Temperature: 0.2
####################
The Story of the Shadows (The Secrets of the Glen, #1)
The Story of the Shadows (Shadow Fall, #1)
The Story of the World (The Dresden Files, #1)
####################
Temperature: 0.5
####################
A Storm of Creation (The Tales of Goldstone Wood, #1)
The Silver Heart (Elfs of the Dawn, #15)
The Magician: A Fairy Tale Retold (The Book of the White Hell, #1)
####################
Temperature: 1.0
####################
Wildwood Rising (White Crowthistle #1)
Sharanica
The Swan Corphant
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