public EvolutionaryStrategies(string configFilename)
{
// Grab the config info
_configFilename = configFilename;
var config = Toml.ReadFile <Configuration>(_configFilename);
_params = config.Search;
// Setup the deck pool and grab our deck and class
var deckPoolManager = new DeckPoolManager();
deckPoolManager.AddDeckPools(config.Evaluation.DeckPools);
string poolName = config.Player.DeckPool;
string deckName = config.Player.DeckName;
Console.WriteLine(string.Format("names {0} {1}", poolName, deckName));
_playerDeck = deckPoolManager.GetDeck(poolName, deckName);
// Setup the logs to record the data on individuals
InitLogs();
}
public DistributedSearch(string configFilename)
{
// Grab the config info
_configFilename = configFilename;
var config = Toml.ReadFile <Configuration>(_configFilename);
// Figure out the number of search parameters based on whether
// we are searching a linear combination or neural network weights
int numParams = -1;
if (config.Evaluation.PlayerStrategies[0].Strategy == "Custom")
{
numParams = 15;
}
else if (config.Evaluation.PlayerStrategies[0].Strategy == "NeuralNet")
{
// Peak in to the neural network configuration and compute
// the number of parameters we need to compute weights for.
int[] layerSizes = config.Network.LayerSizes;
numParams = 0;
for (int i = 0; i < layerSizes.Length - 1; i++)
{
numParams += layerSizes[i] * layerSizes[i + 1]; // edge weights
numParams += layerSizes[i + 1]; // bias weights
}
}
Console.WriteLine(string.Format("Search for {0} parameters...", numParams));
// Setup the search algorithm to use to optimize the strategy.
if (config.Search.Type.Equals("EvolutionStrategy"))
{
var searchConfig =
Toml.ReadFile <EvolutionStrategyParams>(config.Search.ConfigFilename);
_searchAlgo = new EvolutionStrategyAlgorithm(searchConfig, numParams);
}
else if (config.Search.Type.Equals("CMA-ES"))
{
var searchConfig =
Toml.ReadFile <CMA_ES_Params>(config.Search.ConfigFilename);
_searchAlgo = new CMA_ES_Algorithm(searchConfig, numParams);
}
else if (config.Search.Type.Equals("CMA-ME"))
{
var searchConfig =
Toml.ReadFile <CMA_ME_Params>(config.Search.ConfigFilename);
_searchAlgo = new CMA_ME_Algorithm(searchConfig, numParams);
}
else if (config.Search.Type.Equals("MAP-Elites"))
{
var searchConfig =
Toml.ReadFile <MapElitesParams>(config.Search.ConfigFilename);
_searchAlgo = new MapElitesAlgorithm(searchConfig, numParams);
}
else if (config.Search.Type.Equals("MAP-Elites-Line"))
{
var searchConfig =
Toml.ReadFile <MapElitesParams>(config.Search.ConfigFilename);
_searchAlgo = new MapElitesLineAlgorithm(searchConfig, numParams);
}
else
{
Console.WriteLine(string.Format("Strategy {} not supported.",
config.Search.Type));
}
// Setup the deck pool and grab our deck and class
var deckPoolManager = new DeckPoolManager();
deckPoolManager.AddDeckPools(config.Evaluation.DeckPools);
string poolName = config.Player.DeckPool;
string deckName = config.Player.DeckName;
Console.WriteLine(string.Format("names {0} {1}", poolName, deckName));
_playerDeck = deckPoolManager.GetDeck(poolName, deckName);
// Setup the logs to record the data on individuals
InitLogs();
}
