Upload mtgpt2.py
Browse files
mtgpt2.py
ADDED
|
@@ -0,0 +1,176 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# -*- coding: utf-8 -*-
|
| 2 |
+
"""MtGPT2
|
| 3 |
+
|
| 4 |
+
Automatically generated by Colaboratory.
|
| 5 |
+
|
| 6 |
+
Original file is located at
|
| 7 |
+
https://colab.research.google.com/drive/1HMq9Cp_jhqc9HlUipLXi8SC1mHQhSgGn
|
| 8 |
+
"""
|
| 9 |
+
|
| 10 |
+
#@title Setup + Download Model
|
| 11 |
+
# Install and load dependencies
|
| 12 |
+
import locale
|
| 13 |
+
locale.getpreferredencoding = lambda: "UTF-8"
|
| 14 |
+
|
| 15 |
+
!pip install aitextgen
|
| 16 |
+
!pip install pytorch-lightning==1.7.0
|
| 17 |
+
|
| 18 |
+
import sys
|
| 19 |
+
from jinja2 import Template
|
| 20 |
+
from aitextgen import aitextgen
|
| 21 |
+
|
| 22 |
+
try:
|
| 23 |
+
from google.colab import files
|
| 24 |
+
except ImportError:
|
| 25 |
+
pass
|
| 26 |
+
|
| 27 |
+
# Download and load the model. Set to_gpu=False if running on a CPU.
|
| 28 |
+
ai = aitextgen(model="minimaxir/magic-the-gathering", to_gpu=True)
|
| 29 |
+
|
| 30 |
+
# This template is similar to Scryfall card formatting
|
| 31 |
+
TEMPLATE = Template(
|
| 32 |
+
"""{{ c.name }}{% if c.manaCost %} {{ c.manaCost }}{% endif %}
|
| 33 |
+
{{ c.type }}
|
| 34 |
+
{{ c.text }}{% if c.power %}
|
| 35 |
+
{{ c.power }}/{{ c.toughness }}{% endif %}{% if c.loyalty %}
|
| 36 |
+
Loyalty: {{ c.loyalty }}{% endif %}"""
|
| 37 |
+
)
|
| 38 |
+
|
| 39 |
+
def render_card(card_dict):
|
| 40 |
+
card = TEMPLATE.render(c=card_dict)
|
| 41 |
+
if card_dict["name"]:
|
| 42 |
+
card = card.replace("~", card_dict["name"])
|
| 43 |
+
return card
|
| 44 |
+
|
| 45 |
+
prompt="\u003C|type|>Creature - Human \u003C|name|>Rezo the Destroyer of Politics \u003C|manaCost|> 2 {B/G}" #@param {type:"string"}
|
| 46 |
+
temperature = 0.7 #@param {type:"slider", min:0.1, max:1.2, step:0.1}
|
| 47 |
+
to_file = False #@param {type:"boolean"}
|
| 48 |
+
|
| 49 |
+
n = 100 if to_file else 8
|
| 50 |
+
|
| 51 |
+
cards = ai.generate(n=n,
|
| 52 |
+
schema=True,
|
| 53 |
+
prompt=prompt,
|
| 54 |
+
temperature=temperature,
|
| 55 |
+
return_as_list=True)
|
| 56 |
+
|
| 57 |
+
cards = list(map(render_card, cards))
|
| 58 |
+
|
| 59 |
+
if to_file:
|
| 60 |
+
file_path = "cards.txt"
|
| 61 |
+
with open(file_path, "w", encoding="utf-8") as f:
|
| 62 |
+
for card in cards:
|
| 63 |
+
f.write("{}\n{}".format(card, "=" * 20 + "\n"))
|
| 64 |
+
if "google.colab" in sys.modules:
|
| 65 |
+
files.download(file_path)
|
| 66 |
+
else:
|
| 67 |
+
print(("\n" + "=" * 20 + "\n").join(cards))
|
| 68 |
+
|
| 69 |
+
def generate_cards(
|
| 70 |
+
n_cards: int = 8,
|
| 71 |
+
temperature: float = 0.75,
|
| 72 |
+
name: str = "",
|
| 73 |
+
manaCost: str = "",
|
| 74 |
+
type: str = "",
|
| 75 |
+
text: str = "",
|
| 76 |
+
power: str = "",
|
| 77 |
+
toughness: str = "",
|
| 78 |
+
loyalty: str = ""
|
| 79 |
+
):
|
| 80 |
+
#ensure n_cards is never 0 or negative
|
| 81 |
+
n_cards = int(n_cards)
|
| 82 |
+
if n_cards < 1:
|
| 83 |
+
n_cards = 1
|
| 84 |
+
|
| 85 |
+
|
| 86 |
+
#change manaCost from Format:
|
| 87 |
+
# 2UG
|
| 88 |
+
#to:
|
| 89 |
+
#{2}{U}{G}
|
| 90 |
+
|
| 91 |
+
manaCost_str = ""
|
| 92 |
+
|
| 93 |
+
for char in manaCost:
|
| 94 |
+
manaCost_str += "{"
|
| 95 |
+
manaCost_str += char
|
| 96 |
+
manaCost_str += "}"
|
| 97 |
+
|
| 98 |
+
|
| 99 |
+
|
| 100 |
+
|
| 101 |
+
prompt_str = ""
|
| 102 |
+
|
| 103 |
+
token_dict = {
|
| 104 |
+
"<|name|>": name,
|
| 105 |
+
"<|manaCost|>": manaCost_str,
|
| 106 |
+
"<|type|>": type,
|
| 107 |
+
"<|text|>": text,
|
| 108 |
+
"<|power|>": power,
|
| 109 |
+
"<|toughness|>": toughness,
|
| 110 |
+
"<|loyalty|>": loyalty
|
| 111 |
+
}
|
| 112 |
+
|
| 113 |
+
# Convert the token_dict into a formatted prompt string
|
| 114 |
+
for token, value in token_dict.items():
|
| 115 |
+
if value:
|
| 116 |
+
prompt_str += f"{token}{value}"
|
| 117 |
+
|
| 118 |
+
# Generate the cards using the prompt string and other parameters
|
| 119 |
+
cards = ai.generate(
|
| 120 |
+
n=n_cards,
|
| 121 |
+
schema=True,
|
| 122 |
+
prompt=prompt_str,
|
| 123 |
+
temperature=temperature,
|
| 124 |
+
return_as_list=True
|
| 125 |
+
)
|
| 126 |
+
|
| 127 |
+
cards = list(map(render_card, cards))
|
| 128 |
+
|
| 129 |
+
out_str = "\n=====\n".join(cards)
|
| 130 |
+
|
| 131 |
+
replacements = {
|
| 132 |
+
"{G}": "🌲",
|
| 133 |
+
"{U}": "🌊",
|
| 134 |
+
"{R}": "🔥",
|
| 135 |
+
"{B}": "💀",
|
| 136 |
+
"{W}": "☀️",
|
| 137 |
+
"{T}": "↩️",
|
| 138 |
+
#"{1}": "1⃣️",
|
| 139 |
+
#"{2}": "2⃣️",
|
| 140 |
+
#"{3}": "3⃣️",
|
| 141 |
+
#"{4}": "4⃣️",
|
| 142 |
+
#"{5}": "5⃣️",
|
| 143 |
+
#"{6}": "6⃣️",
|
| 144 |
+
#"{7}": "7⃣️",
|
| 145 |
+
#"{8}": "8⃣️",
|
| 146 |
+
#"{9}": "9⃣️",
|
| 147 |
+
}
|
| 148 |
+
|
| 149 |
+
for key, value in replacements.items():
|
| 150 |
+
out_str = out_str.replace(key, value)
|
| 151 |
+
|
| 152 |
+
|
| 153 |
+
return out_str
|
| 154 |
+
|
| 155 |
+
# Commented out IPython magic to ensure Python compatibility.
|
| 156 |
+
# %pip install gradio
|
| 157 |
+
import gradio as gr
|
| 158 |
+
|
| 159 |
+
iface = gr.Interface(
|
| 160 |
+
fn = generate_cards,
|
| 161 |
+
inputs=[
|
| 162 |
+
gr.Slider(minimum = 2, maximum=16, step=1, value=8),
|
| 163 |
+
gr.Slider(minimum = 0.1, maximum=1.5, step=0.01, value=0.75),
|
| 164 |
+
gr.Textbox(),
|
| 165 |
+
gr.Textbox(),
|
| 166 |
+
gr.Textbox(),
|
| 167 |
+
gr.Textbox(),
|
| 168 |
+
gr.Textbox(),
|
| 169 |
+
gr.Textbox(),
|
| 170 |
+
gr.Textbox(),
|
| 171 |
+
],
|
| 172 |
+
outputs=gr.Textbox(),
|
| 173 |
+
title = "GPT-2 Powered MTG Card Generator",
|
| 174 |
+
description = "Enter Manacost as '2UG' for 2 colorless + Blue + Green mana. \n\n Temperature is recomended between 0.4 and 0.9. Anything above 1 will lead to random Chaos and very low values will just be boring."
|
| 175 |
+
)
|
| 176 |
+
iface.launch()
|