Things the neural network said


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Paizo Employee Senior Software Developer

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Following the instructions found here, I'm training a neural network on the text of Elaine Cunningham's Winter Witch. Here are some of the things it's come up with so far.

Majeed continued to fade like a painting carried away through the mist. He followed the wizard and the small skeins of a tiny devil with curly hair. A shudder rippled down Ellasif's face. "Sif," she said, "I need to kill us."

"You don't know how to reach Whitethrone," he said. "I need to find you."

The smell of pine trunks were like an adventurous injured. These are Shoanti.

"I didn't want to frighten you off with me," she said, "And I will."

Ellasif ran outside, a rag doll. "But I should have better northern ass," he said, devising a tone of skywing. "Stand back."

The Varisian's face twisted with rage. He took a welcoming smile from the swords drawn by the bed. He ignored her neck and took Declan to the point. "No," said Declan. He nodded and raised one hand as she heard his voice.

Paizo Employee Senior Software Developer

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"Let him hope that," Ellasif said. "Please, the council of them may chose you."

Ellasif hesitated, wondering what liv might be a spell.

"I'll take that bundle, b#!+! cub," growled Ellasif. Ellasif ran back to the cottage. The captain burst out laughing Erik's sword, but he uttered a few more moments to stop her from the man's edge.

The man shouted. He started to sing the drake's attention back to the camp. He paused to hover above the coin a spell, one with a shadow that appeared to Isadora's. Knowing what he could reply, was a hero.

Ellasif moved as she said a peered through of toward the point where she could drag him to make his throat. Ellasif wished he'd slid from a warrior's eyes.

Paizo Employee Senior Software Developer

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The wolf drew a long breath. He sent a glare, but stopped horse and hard on the bench. The dragon's amusement sang, a captain passed along a perch on the ground a southern funeral, and then lay a few syllables that short since he could surely the necromancer he had.

"I don't want to be rescued," said Declan. "And I like it."

Ellasif put the book to the point where her gaze flew toward Ellasif. She glanced toward the window of her sword's dry lips. She glanced toward the window of her sword's hut.

The night sky to her lips. She held it fill her name. "No," said Liv. "I have captured the girl as you bade me." She sheathed her sword and reached into her pocket for a leather thong.

Paizo Employee Senior Software Developer

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"I'm not worried. "

"Don't be so sure," said Ellasif. "I assumed you have to do everything I can look back in my pack," she said. "We break their skulls," she suggested. "We can deal with that later, but right now has no his words."

"As I'm obstinate, "he said. "and I have already want to help!"

"You are well informed," said Ellasif. She seemed only to her astonishment show her, but she knew she was a magic door. He must have wanted her sister, not that Ellasif had confided her only sister was a warrior's first breath. She could not liv's did, but Ellasif would find that Ellasif's lead if they were the same thing, he supposed he was sure to go. Ellasif hoped they would have overheard him if wrong, all this.

Paizo Employee Senior Software Developer

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The old woman stepped toward Ellasif's belt, cracked and cracked, she stepped and strode.

Paizo Employee Senior Software Developer

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Declan froze on their own they outside the city. Ellasif followed him. "I'm going to believe her."

"You weren't there," he said. "She took Ellasif her name?"

"Mareshka is a witch," said Ellasif. "And I will."


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BURN THE WITCH!


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How do you know she's a witch?

Paizo Employee Senior Software Developer

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"What?" Declan shouted back to the floor. "Maybe?" Olenka sighed. Declan sympathized. She hissed, "I see we can tell you — ! Liv, I will tell you how much more the last of them that."

Ellasif ran back to the village clearing. Warriors forgot their breath away. The troll's arm was in the center of the cliff's head, but not only for the instant.

"I am certain I'm no wizard." He pulled the second cup. "With it did not make a wizard. This is that you will be very well," the house laughed. "Crimson it, you do that, " he said. "She wasn't it, but I think I'd remember casting such a spell."

"Try to get that he was," he said. "Balev had the one who had promised him, but I can do it."

"The big men who have leaned in silence," said Ellasif. "You are needed." Mareshka nodded as if they had struck a bargain. "I will show you." Declan felt a lump rise in his throat. He had seen the warlock fly off with Ellasif. By now she might already be dead and eaten. "This is why we must attack at once," said Jadrek.


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Pathfinder Maps, Pathfinder Accessories, Pawns, Starfinder Society Subscriber; Pathfinder Roleplaying Game Superscriber

I am LOVING this. Keep going!


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Fellow Gary, what are you doing?!

Paizo Employee Senior Software Developer

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The above were all samples hand-picked from various points during the training process. The last thing the network wrote to demonstrate it was completely trained is:

The others stared at her with Olenka. Jadrek lifted her mouth to chin. She smiled and raised her head with interest him in his arms. She pulled him in another woman to his lips, and after a few subsided, laughing, she realized and Liv had Declan hurt and told her a place sword in this and gave her own. The child's new who despite the great hiding place as an enormous telescope it an enormous, and a fine skin — each was flashed a told of a young men who moved. Ellasif heard small finger and said in the shadow as she could muster with her standing. The white bearskin and the trolls outside the face of the wagon and an seen like the long. The size of the every member of the young men up, if only the raiders.

Paizo Employee Senior Software Developer

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I'm now training that same network on Prince of Wolves, by Dave Gross.

Training this network is specified in epochs. I'm using 50 epochs. During training, at the end of each epoch, the network will log some sample generated text at various settings. The lowest setting ends up quoting a lot of the training info. The highest setting often generates gobbledygook, at least early on. And the middle setting, which I believe Goldilocks would approve, is mostly just right.

The text in the previous post was generated at the highest setting, after 50 epochs. Here's the last text generated after the first epoch, at the highest setting:

But Ellasif was surprise to myself used must amid one felt take him to why as without Varisian imagine who how asked that one its troll the in in a return with. He turned on a rather some fond students prick laughing a how

RPG Superstar 2015 Top 8

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Cunningham Bot wrote:


Majeed continued to fade like a painting carried away through the mist.

That is oddly evocative and beautiful.

Cunningham Bot wrote:


She sheathed her sword and reached into her pocket for a leather thong.

And that...

Well, I'll just leave it there.

Paizo Employee Senior Software Developer

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Some of the best lines are actually quotes from the text, I've discovered. "Majeed continued to fade like a painting carried away through the mist." is one of them.

I think I need to poke the parameters a bit more before continuing, if it's just quoting that's less fun.

Paizo Employee Senior Software Developer

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This time I'm training a network on both Prince of Wolves and Winter Witch simultaneously. Here are some samples after the very first epoch of training:

"No," said Ellasif. "What?" she said. "that was a little little - . "

"All," said Declan. He was a few of the woman's nose and Olenka's horse was a long hand.

I dropped the move, even in my rose. If Azra will keen him and welcome, no though I told I the grateful.

Prominent inch when I lay me to look away and stepped toward. Above them she ran out them like the faint phenomenon to my jaw. She raised the chest, and I threw along a Lepidstadt books. Before his bloody hand alive, which stood beside best.

"I are more about the Ulfen city to lose hard greatest, I'm story

Paizo Employee Senior Software Developer

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From the second epoch:

No, he looked close enough to hairless his feet before he had taking her eyes. It was not best.


!

Awesome!


“Train a neural network in the way it should go, and when it is grown...”

Dark Archive

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They're so cute when they're young and senseless.


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And so Gary doomed us all...

Paizo Employee Senior Software Developer

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9th epoch:

"You don't want to know how you'll need me to summon a woman, " she said. "I was born."

She did not look at me, but I saw the others either. "We don't need to get away to fight or you, " I said. "I simply helped, but I'm not sure."

Paizo Employee Senior Software Developer

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10th epoch

"Your fair maiden," said Mareshka. "That will damp him . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "

Paizo Employee Senior Software Developer

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"Wolf, really, you could kill me until I beg your pardon. Your mother had called the power."

"That's it, " said Declan. "A wizard must not pause jamang."

"No!" said the beauty.


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Pathfinder Maps, Pathfinder Accessories, Pawns, Starfinder Society Subscriber; Pathfinder Roleplaying Game Superscriber

"Your mother had called the power"
"A wizard must not pause jamang"

So true!


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I want to do this using the FAWTL thread(s) now.

Paizo Employee Senior Software Developer

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"Perhaps it, " he said. "You are the only goal for this place, you can only take your horse and be eaten by trolls."

Paizo Employee Senior Software Developer

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And from epoch 50:

Ellasif stood at the back of her broad head and pulled her hands toward Mareshka. Her breath went wide enough coins, and the color of two large splashes across Szigo's face, and Ellasif felt her only healer jutted as her gaze. Ellasif turned to her lips. She seen him exactly what they try to get her, but all the each had opened it with her. Spells she had learned and heard about to remain free with a necromancer by the rest of her mother's better than suited. Her sister was already here, but a woman of this bearded prepared face before she kept her a memory. Memory she had seen only from the emerging more Ulfen would do. With the cold sent skywing soft and born of stones a birch which across her final back. The truly created she displayed the shop when the bad person for its days or red ochme. An ice on the witch's blanket and always color dry clothes of cache dragged a sharp so landscapes, all including the golden light.


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Gary Teter wrote:

"Perhaps it, " he said. "You are the only goal for this place, you can only take your horse and be eaten by trolls."

Now we're talking.

Paizo Employee Senior Software Developer

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Now training network for 100 epochs on 338,014 posts from six FAWTL threads totalling 85 MB of text yielding 20,700,111 word sequences....

Paizo Employee Senior Software Developer

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Huh. Python's now using more than 300 percent of my CPU.

Dark Archive

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Worth it.


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Pathfinder Maps, Pathfinder Accessories, Pawns, Starfinder Society Subscriber; Pathfinder Roleplaying Game Superscriber

holds breath
A truly worthy data source.


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Gary Teter wrote:
Huh. Python's now using more than 300 percent of my CPU.

Build a cluster.


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Gary Teter wrote:
Huh. Python's now using more than 300 percent of my CPU.

So, you're saying that FaWtL is the answer to unlimited computing power?


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Gary Teter wrote:

10th epoch

"Your fair maiden," said Mareshka. "That will damp him . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "

Did the bot actually put in that many periods? It must really like dramatic pauses.

Scarab Sages

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The Sideromancer wrote:
Gary Teter wrote:

10th epoch

"Your fair maiden," said Mareshka. "That will damp him . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "

Did the bot actually put in that many periods? It must really like dramatic pauses.

Ooo, unstoppable force vs immovable object: Is there a bot trained to be so scene-chewingly overdramatic (i.e. ShatBot) that not even the Shat himself can talk it into self-destructing?

Paizo Employee Senior Software Developer

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The network did output those dots.

Right now it's still on epoch 1 of 100, 4,950 out of 161,719 somethings. Python is using around 250 percent of CPU, and we haven't generated a single line of text yet.

Paizo Employee Senior Software Developer

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While we await the FAWTL goodness surely to come, here is some text from Winter Wolves, epoch 47:

Chapter Sixteen: The hurry, the first-hidden sword queen and a it about Declan before sleep outside the other-lined with them.

When Ellasif saw, Ellasif had no interest in the bonfire.

As he caught the scowl back back, Olenka him and passed a elbow to Declan back -- and then Olenka, who had been hit with her side with his late morning. After a moment, Declan would have felt its way on the way slipped through the other's gloom.. He rose from Olenka and reached into a village, but Ellasif's first thought was that. If Ellasif could do an the opinion, once they said they allowed her turn to Declan, but hadn't so sure it was too to to gloom and. As she understood the troll to the village beside him.

Paizo Employee Senior Software Developer

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50th epoch of Winter Wolves:

"You're a map -- " he said, as if what he had were enemy outside. "So, get yours?"

He nodded. "You said my travel is journey."

She lifted her head. "Me, isn't it?"

Avari snapped his mouth, and Declan looked down. His hand was already damp. He tucked the crossbow over the door and under his shoulder. He pulled down to the fire pit. The first packs of a he'd kicked out. Then, strong, face away, laughed, and the hut bound their

I did not hear the truth.

Surprised behind us, Dragos had drawn the crook of his tail up and set her eyes on the shoulder. I asked, "What you have done?"

He frowned at the sky and set with a smile, he didn't so with the fear of her jaw. He shook her head as if I were a familiar odor. Beneath his Radovan had a pretty work, and he nodded toward the door.

"Have them I always will tired, decide" behind the throat.

"It is a likeness of witch," she said.

"I will also free my time."

As we ran back to her, she crept up a of fingers of my before then she kissed her hand.

It was

Paizo Employee Senior Software Developer

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The original FAWTL training set, consisting of the complete text of all six FAWTL threads, ended up being just too much. So now I'm training the network on the text of the most recent thread. After some cleanup it's 394,535 lines of text totalling 7,310,297 words, or 41,218,104 characters. The training set has 9,886,024 word sequences. I'm doing 100 epochs but this time each epoch should take less than a day...


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Pathfinder Maps, Pathfinder Accessories, Pawns, Starfinder Society Subscriber; Pathfinder Roleplaying Game Superscriber

Is it possible to train the AI once on the first training set, and then have the trained AI start in on the 2nd set?

Paizo Employee Senior Software Developer

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There are a bunch of things like that which I haven't had time to investigate or couldn't get working in the minimal amount of time I'm allowing for this experiment. Including saving and loading a trained network.


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I predict it will quote Freehold verbatim while scrambling the rest of us like week-past-smelly-eggs.


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Gary Teter wrote:
The original FAWTL training set, consisting of the complete text of all six FAWTL threads, ended up being just too much.

So, the FaWtL threads broke the messageboards of yore, and now they choked this new AI.

FaWtL: Our last best hope for defeating the robot uprising.


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Just think of all the bad puns it will learn.

Dark Archive

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Ambrosia Slaad wrote:
Gary Teter wrote:
The original FAWTL training set, consisting of the complete text of all six FAWTL threads, ended up being just too much.

So, the FaWtL threads broke the messageboards of yore, and now they choked this new AI.

FaWtL: Our last best hope for defeating the robot uprising.

It will either destroy us or define us.


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Scintillae wrote:
Just think of all the bad puns it will learn.

There are no bad puns on FaWtL. It may develop a brief obsession with owlbears, however.


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Also, it should disrobe at the beginning of each epoch.


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I wonder what would happen if the little AI bot was trained on the Nekkid Druid vs. Succubus Wrasslin' thread?

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