From c7c22695e5cc662997c942fdb00ed4dc18c918a5 Mon Sep 17 00:00:00 2001 From: csd4ni3l Date: Sun, 16 Nov 2025 22:34:29 +0100 Subject: [PATCH] Remove default model i will add back later, add back train.py, fix some rewarding --- invader_agent.zip | Bin 163023 -> 0 bytes train.py | 30 ++++++++++++++++++++++++++++++ utils/constants.py | 12 ++++++------ utils/rl.py | 7 +++---- 4 files changed, 39 insertions(+), 10 deletions(-) delete mode 100644 invader_agent.zip create mode 100644 train.py diff --git a/invader_agent.zip b/invader_agent.zip deleted file mode 100644 index 49979f266d050812263ed20334e609831f87bb5e..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 163023 zcmeFacYIS-|2SUu-g^jP7Yc2X?l$L?qnhbMW`ahXmz!QDc738#6J=@q{JbP< zL2kG%UzVm<#Ov(^vee2HLz+X8CvYfq!DR|zd1<~-uU7_VrN-vO6|3UID>4F;N>%at z;+*(!t2{3)Sf7-hlcE8Di@UJUU{cxj>cT=ws?{b}kbf)WR<&MdR9gf6l_rD1Wb|kF z)TyoBQ&lD!9Jx!$hkm0Hv)ozkW=8Hf6_P;;zm6;DyY6APn<^Q6*rX0T1G=IM1MYAYGU z4vQ$2TjU0wNkN3^kW&DK)>64r9l=YlyTxN}c}*ZRa>k08tLF^UTMDg8t(uA|f|sI} zTZ}rRhG&u6)I9fnp0Cnm*ArURJf+DO~|*Fs+GDTosyxI zXDZ@Ro}Q5hnNw!6lu$mYh+SM#qFqcD86$XWH&M_cnvpMY+6&H&Zx6R@ba{3 zg2=+NnRs@qnn$!`G}*`>GD2fA%Jn=tjIlRpo+6YIqim5iEjO_V|Gl{ao2bKyI5+&GU$xX_vB%u}KUwb4pQt)oaz ztiVci;2<{gj0A|06%js4)s~_DyhI!ED!r-9O0`*{R+kbXl1O4ya-k_q1W={gVqzSJ z_?LsKNN3{}Sxg3=#$qa?9NA1JUXk2tBS4MB38~1G>ftOS452zJ;oVNqRS<$rc8%8C zBCTe-+^Q`!*=?nEZ!2S;FiK^gx@0Kl5$3cW@eHpMfK5w~)iK7(hr|mzwFVM|>TANA z61VD!K5Uc^lZ6e>5xh9JQFxxXyx^4pO3LIGjWvRotgay5sN#_;yMc(2V@E^-r6dVZ zh}3@FRPa2wypdS7a*NtyrggMN@Dhu7*%mvI{qw=_h-{e2G|TTRiQy&T4&U+g8sZY_0R}Ho`>c?16&W3knatOWB}scs#n2s4XY1K z?hVZ4?jFy671a9U>wymp@&?b?37gLfRXVG!kOuKWJxRYt+pAE$Y;JwD>UwBhW!WoH zxW?537gW#M)wI?lG`lnNtH9PDUk`k6J-en3L4{+{DeN>Nyb65%@%6#ivv3!Wg-pRp ztN#8k3jp4u>wylbZ`Flz1)-ZL*g&c@lgi2l7^37#k_FW^-=SVHh^#0`952-~G?1xE zfBLJCu1`oIT&z}-`k*fCgog*Js3Mq!M-{vN=y%Buo;~wD!p-^rk)tlTx?bZ#$s#a4!G?L2B zHOFP^?jXf^!pvpRQCdPn0s{r1;ry`hkf5N@&|pER3xGSq7t>qVgvs1+#Ryf4f;H zUSu^9d5~yONQzW%N{E*ce=@K=5%(dBWPA(2|FDb=Rzp^-fHs6g`EF~Z`F#$4Dr8qzkk}7rxa&yzN z!*g?UbNra=AVXqw3|W#UiUZ6cCNmw+e8@HZD$BU5T3^HT`E#OMG5G*@ab&Q=%GYj!?`p@|6(jY|#kD+|a;bd;J4(zC-21%`aT z;;_VAhcz%Y+cn=DVrKAbV%+r8*)IGkVPt%YfUcf1V!|kVKWT3K^cneu z;2sH%xl_tc5JCuQBxlV{8A0ktMv{G7@kX;`?;Xf(JFCi$; zBGo18GKz`6mMa5@{3IUvk@*b%3!04MZKebYt?a;<%#=7)RQF`p(h2LfW zjQp8fNp<|wYerqMzRFMR2+78T%vlUJ}IGUpVz2qW?f8k$;Jn>Mz@)zdYhU zX$m9tXK(*2(q^Qx_Q#<=G%hwsnoQ(R`DH#--&yiJ&wRK3iT#O#NW4&K9SL>%C;J8E zjQ$z?)Lvr5Qf-zr!~@Uc|6*~Hn6;lQ#(rZn6Epmn@#+A3sB1hEKSKG67?1r)-0`DG zn`sST{Ds7i1R6gIV*LpHV#a=5_D5Op$lq;0gkNHR$%2a1fY7-3AnA+bU!Q-^H4}f7 z#r#A+;>3P5e#x>!8T%*kESL2^YJV>Kcl)0gej-0fegLtz3I~Z?nZ?AO63dAF>a2|Y zxcvRa@ypMi84yeDUFqQH&n^kcl~Vho^WFID;R>ZEelSeX_^B)oO(gMJDt5&WM*hq- zjlVR0lh5%E51! 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SsMHft=^>(V&E1X5ng0N^+07dO diff --git a/train.py b/train.py new file mode 100644 index 0000000..af3142e --- /dev/null +++ b/train.py @@ -0,0 +1,30 @@ +from stable_baselines3 import PPO +from utils.rl import SpaceInvadersEnv +from stable_baselines3.common.vec_env import DummyVecEnv + +def make_env(rank: int, seed: int = 0): + def _init(): + env = SpaceInvadersEnv() + return env + return _init + +env = SpaceInvadersEnv() + +n_envs = 128 + +env = DummyVecEnv([make_env(i) for i in range(n_envs)]) +model = PPO( + "MlpPolicy", + env, + n_steps=8192, + batch_size=256, + n_epochs=7, + learning_rate=0.001, + verbose=1, + device="cpu", + gamma=0.985, + ent_coef=0.015, + clip_range=0.2, +) +model.learn(75_000_000) +model.save("invader_agent") \ No newline at end of file diff --git a/utils/constants.py b/utils/constants.py index e226ba1..2a891d9 100644 --- a/utils/constants.py +++ b/utils/constants.py @@ -35,29 +35,29 @@ DIFFICULTY_SETTINGS = { DIFFICULTY_LEVELS = { "Easy": { - "enemy_rows": 3, - "enemy_cols": 4, + "enemy_rows": 2, + "enemy_cols": 3, "enemy_respawns": 5, "player_count": 2, "player_respawns": 2 }, "Medium": { "enemy_rows": 3, - "enemy_cols": 5, + "enemy_cols": 4, "enemy_respawns": 4, "player_count": 4, "player_respawns": 3 }, "Hard": { "enemy_rows": 4, - "enemy_cols": 6, + "enemy_cols": 5, "enemy_respawns": 3, "player_count": 6, "player_respawns": 4 }, "Extra Hard": { - "enemy_rows": 6, - "enemy_cols": 7, + "enemy_rows": 5, + "enemy_cols": 6, "enemy_respawns": 2, "player_count": 8, "player_respawns": 5 diff --git a/utils/rl.py b/utils/rl.py index 6b42cc0..d846403 100644 --- a/utils/rl.py +++ b/utils/rl.py @@ -172,13 +172,13 @@ class SpaceInvadersEnv(gym.Env): b = Bullet(self.player.center_x, self.player.center_y, 1) self.bullets.append(b) else: - reward -= 0.05 + reward -= 0.02 if self.enemy_formation.enemies: nearest = self._nearest_enemy() alignment = abs(nearest.center_x - self.player.center_x) / self.width if alignment < 0.025: - reward += 0.3 + reward += 0.1 self.player.center_x = np.clip(self.player.center_x, 0, self.width) self.player_speed = (self.player.center_x - prev_x) / max(1e-6, PLAYER_SPEED) @@ -222,7 +222,6 @@ class SpaceInvadersEnv(gym.Env): if self.player_respawns_remaining > 0: self.player_respawns_remaining -= 1 self._respawn_player() - reward += 2.0 else: terminated = True @@ -265,7 +264,7 @@ class SpaceInvadersEnv(gym.Env): if self.player.center_x < edge_threshold or self.player.center_x > self.width - edge_threshold: reward -= 0.03 - reward -= 0.005 + reward -= 0.0025 obs = self._obs()