Scalable Go

Purpose

CS Masters Project. Scaling evolutionary neural networks for Go artificial intelligence.

Once compiled, create a directory in the same location as the binary called "size<board size>set<set number>". For example, "size3set1".
Run training with ./scalable_go_training <board_size> <set> <start_generation> <end_generation> <uniform> <scaled>.
Uniform and scaled are booleans (enter 0 or 1) that determine if the network is uniform, and whether it is scaling up from a smaller network. If scaling up, "importnetworks.txt" much be present, which should be a copy of "lastbestnetworks.txt" from previous training on one size smaller board.

Run comparison with ./scalable_go_comparison <board_size> <set1_name> <set1_uniform> <set2_name> <set2_uniform>. Example: ./scalable_go_comparison 5 size5set2 0 size5set6 1
set1_uniform and set2_uniform are booleans (enter 0 or 1) that determine if the network is uniform.

Run gogamenn benchmark with ./benchmark_gogamenn <board_size> <iterations>. Benchmark will return total time to complete iterations and iterations per second.

gogame/: Library for defining Go game, board, and move generation
neuralnet/: Neural Network Library
gogamenn/: Library defining NeuralNet wrapper for Go and helper functions.
gogameab/: Library defining AB Pruning algorithm.
tests/: Units and regression tests
benchmark_neuralnet.cpp: Basic benchmark of neural network performance.
benchmark_gogamenn.cpp: Basic benchmark of gogamenn performance.
benchmark_19x19ab_prune.cpp: Basic benchmark of worst case AB prune on 19x19 board with 0 ply.
scalable_go_comparison.cpp: Compares 2 sets of training results.
scalable_go_training.cpp: Training algorithm.

Input Layer: Outputs from all Layer 1 networks, in addition to pieces placed, friendly, and opponent prisoner counts
HL1: Input Layer * (2/3) rounded down
Output Layer: 1

Name		Name	Last commit message	Last commit date
Latest commit History 65 Commits
gogame		gogame
gogameab		gogameab
gogamenn		gogamenn
neuralnet		neuralnet
tests		tests
.gitignore		.gitignore
.travis.yml		.travis.yml
CMakeLists.txt		CMakeLists.txt
LICENSE		LICENSE
README.md		README.md
basic_moveset.cpp		basic_moveset.cpp
benchmark_19x19ab_prune.cpp		benchmark_19x19ab_prune.cpp
benchmark_gogamenn.cpp		benchmark_gogamenn.cpp
benchmark_neuralnet.cpp		benchmark_neuralnet.cpp
scalable_go_client.cpp		scalable_go_client.cpp
scalable_go_comparison.cpp		scalable_go_comparison.cpp
scalable_go_training.cpp		scalable_go_training.cpp
travis.sh		travis.sh