5.3. GVGAI LEARNING COMPETITIONS 85
GVGAI Planning
1-Player 2-Player
GVGAI Learning GVGAI Gym
Similarities
• Play unseen games, no game rules available
• Access to game score, tick, if terminated
• Access to legal actions
• Access to observation of current game state
Forward model?
History events?
State Observation?
Yes
Yes
Java object
Java
No
No
String or PNG
Java & Python
NO
NO
PNG
Python
Java JSON
5.3 GVGAI LEARNING COMPETITIONS
5.3.1 COMPETITION USING THE GVGAI LEARNING ENVIRONMENT
86 5. LEARNING IN GVGAI
Competition Procedure and Rules
10 3 2
10
1
Learning Phase Learning Phase 1 Learning
Phase 2
5
Timer 5
Algorithm 5.6
Require: G
Require: L
Require: T
Require:
for G 2 G do
for level 2 G
L
do
level
nextLevel
.result()
end for
while do
nextLevel
nextLevel .result()
end while
end for
for G 2 G do
for level 2 G
T
do
G
level
end for
end for
Return f
G
g
Learning phase 1
abort
5.3. GVGAI LEARNING COMPETITIONS 87
Learning
Validation
Learning
Phase 1
Learning
Phase 2
Level 0
Level 1
Start
End
Level 2
Level 3
Level 4
Level 2
Level 2
Learning phase 1
int result()
Learning Phase 2
Test Phase
10
init
act result
Challenges of the Competition
Competition Results
5
5
10 4 5
..................Content has been hidden....................
You can't read the all page of ebook, please click here login for view all page.