add playback_mode

config.lua

@@ -15,7 +15,7 @@ local cfg = {
     deterministic = true, -- use argmax on outputs instead of random sampling.
     det_epsilon = false, -- take random actions with probability eps.
 
-    graycode = true,
+    graycode = false,
     epoch_trials = 50,
     epoch_top_trials = 25, -- new with ARS.
     unperturbed_trial = true, -- do a trial without any noise.
@@ -32,6 +32,8 @@ local cfg = {
     cap_time = 200, --400
     timer_loser = 1/2,
     decrement_reward = false, -- bad idea, encourages mario to kill himself
+
+    playback_mode = false,
 }
 
 cfg.epoch_top_trials = math.min(cfg.epoch_trials, cfg.epoch_top_trials)

main.lua

@@ -422,8 +422,10 @@ end
 -- learning and evaluation.
 
 local function prepare_epoch()
-    print('preparing epoch '..tostring(epoch_i)..'.')
     base_params = network:collect()
+    if cfg.playback_mode then return end
+
+    print('preparing epoch '..tostring(epoch_i)..'.')
     empty(trial_noise)
     empty(trial_rewards)
 
@@ -440,7 +442,8 @@ local function prepare_epoch()
         local noise = nn.zeros(#base_params)
         -- NOTE: change in implementation: deviation is multiplied here
         --       and ONLY here now.
-        if cfg.graycode then
+        if i % 2 == 0 then -- FIXME: just messing around.
+        --if cfg.graycode then
             --local precision = 1 / cfg.deviation
             --print(cfg.deviation, precision)
             for j = 1, #base_params do
@@ -686,7 +689,7 @@ local function do_reset()
 
     if epoch_i == 0 or (trial_i == cfg.epoch_trials and trial_neg) then
         if epoch_i > 0 then learn_from_epoch() end
-        epoch_i = epoch_i + 1
+        if not cfg.playback_mode then epoch_i = epoch_i + 1 end
         prepare_epoch()
     end
 
@@ -754,6 +757,11 @@ local function init()
     if res == false then print(err) end
 end
 
+local function prepare_reset()
+    if cfg.playback_mode then return end
+    reset = true
+end
+
 local function doit(dummy)
     local ingame_paused = get_state() == "paused"
 
@@ -765,9 +773,11 @@ local function doit(dummy)
     if ingame_paused or random() > 1 - cfg.timer_loser and R(0x1D) == 0 and R(0x57) == 0 then
         timer = timer - 1
     end
-    timer = clamp(timer, 0, max_time)
+    if not cfg.playback_mode then
-    if cfg.enable_network then
+        timer = clamp(timer, 0, max_time)
-        set_timer(timer)
+        if cfg.enable_network then
+            set_timer(timer)
+        end
     end
 
     local tf0 = total_frames % 1000
@@ -835,17 +845,17 @@ local function doit(dummy)
 
     if get_state() == 'dead' and state_old ~= 'dead' then
         --print("dead. lives remaining:", R(0x75A, 0))
-        if R(0x75A, 0) == 0 then reset = true end
+        if R(0x75A, 0) == 0 then prepare_reset() end
     end
     if get_state() == 'lose' then
         -- this shouldn't happen if we catch the deaths as above.
         print("ran out of lives.")
-        reset = true
+        if not cfg.playback_mode then prepare_reset() end
     end
 
     -- lose a point for every frame paused.
     --if ingame_paused then reward = reward - 1 end
-    if ingame_paused then reward = reward - 402; reset = true end
+    if ingame_paused then reward = reward - 402; prepare_reset() end
 
     -- if we've run out of time while the game is paused...
     -- that's cheating! unpause.
@@ -902,7 +912,7 @@ while true do
     while gcfg.bad_states[get_state()] do
         -- mash the start button until we have control.
         joypad_mash('start')
-        reset = true
+        prepare_reset()
 
         advance()
         gui.text(4, 12, get_state(), '#FFFFFF', '#0000003F')