Connor Olding
450bd70d99
too many changes to list (or even tell what's changed), but most importantly, ARS has improved.
130 lines
2.1 KiB
Lua
130 lines
2.1 KiB
Lua
-- these are all still very experimental,
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-- but they should at least give you a head-start.
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local presets = {}
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local function make_preset(cfg)
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local name = cfg.name
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if name ~= nil then
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cfg.log_fn = cfg.log_fn or 'logs-'..name..'.csv'
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cfg.params_fn = cfg.params_fn or 'params-'..name..'.txt'
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end
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presets[name] = cfg
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return cfg
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end
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make_preset{
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name = 'big-scroll',
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starting_world = 1,
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starting_level = 1,
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start_big = true,
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starting_lives = 0,
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min_time = 300,
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max_time = 300,
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timer_loser = 1.0,
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decrement_reward = false,
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score_multiplier = 0,
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}
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make_preset{
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name = 'big-scroll-reduced',
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parent = 'big-scroll',
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init_zeros = true,
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reduce_tiles = true,
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bias_out = false,
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deterministic = false,
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}
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make_preset{
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name = 'big-scroll-hidden',
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parent = 'big-scroll',
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init_zeros = true,
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hidden = true,
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hidden_size = 64, --128,
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layernorm = true,
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reduce_tiles = false,
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bias_out = false,
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deterministic = false,
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}
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make_preset{
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name = 'snes',
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parent = 'big-scroll-hidden',
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es = 'snes',
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epoch_trials = 100,
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deviation = 0.5,
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negate_trials = false,
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min_refresh = 0.25,
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param_rate = 0.50,
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sigma_rate = 0.100, --0.125,
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param_decay = 0.006,
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sigma_decay = 0.008,
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}
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make_preset{
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name = 'xnes',
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parent = 'big-scroll-reduced',
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es = 'xnes',
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deviation = 0.5,
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negate_trials = false,
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epoch_trials = 50,
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param_rate = 1.0,
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sigma_rate = 0.01,
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covar_rate = 0.01,
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}
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make_preset{
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name = 'xnes2',
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parent = 'big-scroll-reduced',
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es = 'xnes',
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deviation = 0.1207,
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negate_trials = true,
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epoch_trials = 10,
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param_rate = 0.5,
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sigma_rate = 0.16,
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covar_rate = 0.04,
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param_decay = 0.004,
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sigma_decay = 0.00128,
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}
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make_preset{
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name = 'ars',
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parent = 'big-scroll-reduced',
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es = 'ars',
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epoch_top_trials = 20,
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deterministic = true,
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deviation = 0.01,
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epoch_trials = 20,
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param_rate = 0.368,
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param_decay = 0.0138,
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momentum = 0.5,
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}
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make_preset{
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name = 'play',
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playable_mode = true,
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}
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return presets
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