Full Report for Sayū by Khanat Sadomwattana

Full Report for Sayū by Khanat Sadomwattana

Sayū is an abstract strategy tile-laying, tile-flipping for two players. It is played with 49 unique two-sided octagonal wooden tiles and uses no board. The objective of the game is to have more tile of your color face up when all the tiles are placed.

Generated at 2023-06-19, 07:42 from 1000 logged games.

Rules

Representative game (in the sense of being of mean length). Wherever you see the 'representative game' referred to in later sections, this is it!

Setup

Place the home tile at the center of the table. This tile has no arrows. From now on no tiles can be placed further than 3 spaces away from this tile (this creates a 7 by 7 grid when finished).

Play

Players take alternate turns. On your turn you must choose a tile that is still available and place it on an empty space - up, down, left or right of a tile already placed.

You must place it in any of the 8 possible orientations you wish. The orientation of a tile is indicated by the white arrow in the middle.

Once a tile is placed, check whether it can convert an opponent's tile over to your side - to do so you must fulfill three conditions;

  1. your tile must have your color arrow pointing toward your opponent's tile
  2. the target opponent tile must not have their color arrow pointing back
  3. the two tiles must not share the same orientation

If multiple tiles can be converted at the same time you may only choose one.,/p>

The converted tile is flipped over to your side and rotated to the same orientation as one that converted it. You then treat that tile as though it just been placed and check if another conversion can be made. Repeat this process until no further conversion is possible.

Now it is your opponent's turn.

Players will take turn placing and converting tiles back and forth in this manner until all the tiles are placed and the game is over. Count up the total number of tiles for each player; whoever has the most of their color facing up is the winner.

Miscellaneous

General comments:

Play: Combinatorial

Family: Combinatorial 2022,Line games

Mechanism(s): Capture,Line

BGG Stats

BGG EntrySayū
BGG Rating7.39706
#Voters17
SD1.23389
BGG Weight2
#Voters2
Year2022

BGG Ratings and Comments

UserRatingComment
The Duke of Kestrel7
HCS_Elessar5.75
vintagegamer338What a fun 2 player game! Super thinky but luck of the draw too. Really enjoyed this one. Super compact to travel with, but does need a good size table for play. Great value for the price too. 8 out of 10.
improv3216
MetalSlacker7.5
aidolon82 Players Board
GeekenN/A?.??-1KS 2025
dougwu6
Thimsj8
inkstainedpapers7I love spatial games and this was right up my alley. It reminds me of Neuroshima Hex, another game I love, but much faster and with less rules overhead.
aL3s5aNdRo6.5
TwiznessAsUsualN/Acost range ($20 - $30???) for simple wooden chips & a cloth bag.... considering re-creating for my friend, Dex
sethamin19
OmegasSquared6Interesting abstract about trying to set up and deny chain reactions. The start of the game is overwhelming with the full pool of pieces available to both players. But in the mid to late game as that pool diminishes and there's some gamestate to work with, it collapses into a decision space I find more manageable but still very interesting. Reminds me a little bit of Fresh Fish. I could see this one going up for me as the early game becomes easier to play.
jthomas22a6.5
DJCoulton10
Mind4u2c7
JudoSurfer949.5
nestorgames8

Kolomogorov Complexity Analysis

Size (bytes)29746
Reference Size10673
Ratio2.79

Ai Ai calculates the size of the implementation, and compares it to the Ai Ai implementation of the simplest possible game (which just fills the board). Note that this estimate may include some graphics and heuristics code as well as the game logic. See the wikipedia entry for more details.

Playout Complexity Estimate

Playouts per second2683.12 (372.70µs/playout)
Reference Size595131.82 (1.68µs/playout)
Ratio (low is good)221.81

Tavener complexity: the heat generated by playing every possible instance of a game with a perfectly efficient programme. Since this is not possible to calculate, Ai Ai calculates the number of random playouts per second and compares it to the fastest non-trivial Ai Ai game (Connect 4). This ratio gives a practical indication of how complex the game is. Combine this with the computational state space, and you can get an idea of how strong the default (MCTS-based) AI will be.

State Space Complexity

% new positions/bucket

State Space Complexity2290668762 
State Space Complexity bounds46598967 < 2290668762 < ∞ 
State Space Complexity (log 10)9.36 
State Space Complexity bounds (log 10)7.67 <= 9.36 <= ∞ 
Samples305365 
Confidence0.000: totally unreliable, 100: perfect

State space complexity (where present) is an estimate of the number of distinct game tree reachable through actual play. Over a series of random games, Ai Ai checks each position to see if it is new, or a repeat of a previous position and keeps a total for each game. As the number of games increase, the quantity of new positions seen per game decreases. These games are then partitioned into a number of buckets, and if certain conditions are met, Ai Ai treats the number in each bucket as the start of a strictly decreasing geometric sequence and sums it to estimate the total state space. The accuracy is calculated as 1-[end bucket count]/[starting bucklet count]

Playout/Search Speed

LabelIts/sSDNodes/sSDGame lengthSD
Random playout2,68512195,308990736
search.UCT2,6606111212

Random: 10 second warmup for the hotspot compiler. 100 trials of 1000ms each.

Other: 100 playouts, means calculated over the first 5 moves only to avoid distortion due to speedup at end of game.

Mirroring Strategies

Rotation (Half turn) lost each game as expected.
Reflection (X axis) lost each game as expected.
Reflection (Y axis) lost each game as expected.
Copy last move lost each game as expected.

Mirroring strategies attempt to copy the previous move. On first move, they will attempt to play in the centre. If neither of these are possible, they will pick a random move. Each entry represents a different form of copying; direct copy, reflection in either the X or Y axis, half-turn rotation.

Win % By Player (Bias)

1: Red win %45.50±3.06Includes draws = 50%
2: Black win %54.50±3.10Includes draws = 50%
Draw %0.00Percentage of games where all players draw.
Decisive %100.00Percentage of games with a single winner.
Samples1000Quantity of logged games played

Note: that win/loss statistics may vary depending on thinking time (horizon effect, etc.), bad heuristics, bugs, and other factors, so should be taken with a pinch of salt. (Given perfect play, any game of pure skill will always end in the same result.)

Note: Ai Ai differentiates between states where all players draw or win or lose; this is mostly to support cooperative games.

UCT Skill Chains

MatchAIStrong WinsDrawsStrong Losses#GamesStrong Scorep1 Win%Draw%p2 Win%Game Length
0Random         
2UCT (its=3)63102779080.6642 <= 0.6949 <= 0.724042.400.0057.6073.75
7UCT (its=8)63103509810.6127 <= 0.6432 <= 0.672636.290.0063.7176.76
16
UCT (its=17)
547
0
453
1000
0.5160 <= 0.5470 <= 0.5776
32.10
0.00
67.90
79.41
17
UCT (its=17)
495
0
505
1000
0.4641 <= 0.4950 <= 0.5259
34.70
0.00
65.30
79.86

Search for levels ended: time limit reached.

Level of Play: Strong beats Weak 60% of the time (lower bound with 95% confidence).

Draw%, p1 win% and game length may give some indication of trends as AI strength increases.

1st Player Win Ratios by Playing Strength

This chart shows the win(green)/draw(black)/loss(red) percentages, as UCT play strength increases. Note that for most games, the top playing strength show here will be distinctly below human standard.

Complexity

Game length118.00 
Branching factor973.71 
Complexity10^155.79Based on game length and branching factor
Computational Complexity10^8.92Sample quality (100 best): 1.71
Samples1000Quantity of logged games played

Computational complexity (where present) is an estimate of the game tree reachable through actual play. For each game in turn, Ai Ai marks the positions reached in a hashtable, then counts the number of new moves added to the table. Once all moves are applied, it treats this sequence as a geometric progression and calculates the sum as n-> infinity.

Move Classification

Board Size169Quantity of distinct board cells
Distinct actions18530Quantity of distinct moves (e.g. "e4") regardless of position in game tree
Killer moves32A 'killer' move is selected by the AI more than 50% of the time
Too many killers to list.
Good moves1233A good move is selected by the AI more than the average
Bad moves17297A bad move is selected by the AI less than the average
Terrible moves1490A terrible move is never selected by the AI
Too many terrible moves to list.
Response distance%14.62%Distance from move to response / maximum board distance; a low value suggests a game is tactical rather than strategic.
Samples1000Quantity of logged games played

Board Coverage

A mean of 57.38% of board locations were used per game.

Colour and size show the frequency of visits.

Game Length

Game length frequencies.

Mean118.00
Mode[116]
Median117.0

Actions/turn

Table: branching factor per turn, based on a single representative* game. (* Representative in the sense that it is close to the mean game length.)

Action Types per Turn

This chart is based on a single representative* game, and gives a feel for the types of moves available throughout that game. (* Representative in the sense that it is close to the mean game length.)

Red: removal, Black: move, Blue: Add, Grey: pass, Purple: swap sides, Brown: other.

Trajectory

This chart shows the best move value with respect to the active player; the orange line represents the value of doing nothing (null move).

The lead changed on 27% of the game turns. Ai Ai found 5 critical turns (turns with only one good option).

Position Heatmap

This chart shows the relative temperature of all moves each turn. Colour range: black (worst), red, orange(even), yellow, white(best).

Good/Effective moves

MeasureAll playersPlayer 1Player 2
Mean % of effective moves46.6446.2047.08
Mean no. of effective moves6.407.765.03
Effective game space10^25.8410^12.3110^13.52
Mean % of good moves37.6713.5061.83
Mean no. of good moves160.2655.25265.27
Good move game space10^92.8310^31.3310^61.50

These figures were calculated over a single game.

An effective move is one with score 0.1 of the best move (including the best move). -1 (loss) <= score <= 1 (win)

A good move has a score > 0. Note that when there are no good moves, an multiplier of 1 is used for the game space calculation.

Quality Measures

MeasureValueDescription
Hot turns72.88%A hot turn is one where making a move is better than doing nothing.
Momentum21.19%% of turns where a player improved their score.
Correction40.68%% of turns where the score headed back towards equality.
Depth7.91%Difference in evaluation between a short and long search.
Drama0.23%How much the winner was behind before their final victory.
Foulup Factor44.07%Moves that looked better than the best move after a short search.
Surprising turns0.85%Turns that looked bad after a short search, but good after a long one.
Last lead change56.78%Distance through game when the lead changed for the last time.
Decisiveness4.24%Distance from the result being known to the end of the game.

These figures were calculated over a single representative* game, and based on the measures of quality described in "Automatic Generation and Evaluation of Recombination Games" (Cameron Browne, 2007). (* Representative, in the sense that it is close to the mean game length.)

Opening Heatmap

Colour shows the success ratio of this play over the first 10moves; black < red < yellow < white.

Size shows the frequency this move is played.

Unique Positions Reachable at Depth

012
115362330232

Note: most games do not take board rotation and reflection into consideration.
Multi-part turns could be treated as the same or different depth depending on the implementation.
Counts to depth N include all moves reachable at lower depths.
Inaccuracies may also exist due to hash collisions, but Ai Ai uses 64-bit hashes so these will be a very small fraction of a percentage point.

Shortest Game(s)

No solutions found to depth 2.