From 0aea15045471e7684e52870ae76a3015ca29d442 Mon Sep 17 00:00:00 2001 From: Vasilis Valatsos Date: Wed, 6 Dec 2023 13:03:59 +0100 Subject: [PATCH] exp per player now resets for each episode --- agents/saved_models/A0 | Bin 458006 -> 458070 bytes agents/saved_models/C0 | Bin 452822 -> 452886 bytes entities/player.py | 2 + figures/actor_loss.png | Bin 28961 -> 16074 bytes figures/critic_loss.png | Bin 30655 -> 15104 bytes figures/score.png | Bin 16104 -> 19730 bytes figures/total_loss.png | Bin 32293 -> 16726 bytes level.py | 5 +++ pneuma.py | 87 ++++++++++++++++++++++------------------ 9 files changed, 54 insertions(+), 40 deletions(-) diff --git a/agents/saved_models/A0 b/agents/saved_models/A0 index d1dbc28cd3f3eae3d636e55f893034b708bba54a..c18b62095597c57733e9866a45a0d1929933ab9c 100644 GIT binary patch literal 458070 zcmaI72T&AWvo;Q>B$1p!lq4WQa@aXd1{Dwl42a|)K@^vyJ$$ScY z4#u-0LX$#`RxOWnb(G=r|KCTBKzMk3TwG*$QcV2HL{YDVh{%M<2rUbdd%N?^iBT~GbrZ&<*VL*gEZ&P{7*>zd3=INTmv4YyWqbZHT*x08vPr0Rub3P zhimd5j++15QPcm1YQZ)8PgHYv9;n5?KnuB+|F~)OZ#e5Du8j|ulbp$A{6u(h3SJSJ z6#CCl7 zf0E#z^Z$)1!sql~Sv||x)zR+%0{Op_{Qt+&_DB^(LIp8p?bcr0b&s5}--gqli@?{C zH0l$5pS0cEO@cnRQ=!IGf}X3G4CzAh{!1-AbGDF9X|JNk^NoqidMkP>tO+zt=8$6# zrsBY3E6iJYj5fvZrfm-5IO6n?wa&7DFK4_V_H_pKi%P=0S`EU9tcG%DRmgc5jo;!)te7xULlD34S62ZX@jU*|{LzJ{!KuN3iDRsVL2H_8 zwV8SFYUyGO6+=3KrM(NEB_DmXI}JYt<>AW}pGnKvN*ZQ;j$|ZRv$N#_$#%Cx%PX@HnZl(2B@i;Ahh)cV25upn&un9p>5l!s^V{Q@8Lo+ ze_jOoo*N>*nJ*Z(@-;Z~0YR^pLGt&H9wRh;7FOO9MxFRraPkSI3uk;MPaYp6_p`XT zy>mT2RjUCNpA<52wiY}wtYzMdEF$AE;c(G%BRu`Q1_iWk^j4g=gq+F%7&MiHlMeZ~ z{98UAEQ!FkzZJu7fQw7v z>^3h5|1M9L2{*H|t*G##dq z;Z|TSD8{96Mj))x;ey)tDyW;fn$q?-^n6+m zrH6BASlc)j3czXbWF!xp+}34YmDmvW+MHk}=sSY)7av4$y}jL%Aya zWw03U?R3NOo-~+eTm-YPU#1pm{!Hl^A(;DCitJ8O#0l$XL9{Ld@w#i-HE-qU)rDnn zRk9E~Hyhx&k98ojuYnX2H}vnE0b(BESkO@cg1t^?XSItI#`KW+H>-(xVFnz2Jx;$D z^P%V4d^CDHo4sfwiC<Y<2qSlL$GycB%l)6>{L&!DTe) zS~6K_V$QTqbi~jUeUNCG3B&V~nUsl!2!Z^lIkSi(_Sq2K9_itd9Tt>bxR+L^){{`N zR{Antovw|3O=nIm$IB-Rz;{tJ`8=%zHaa=eoq`+bSCuM6?N{{0w%IU2sUA~)+@Sk2 zZ6I{bEEvD}m_$i%sYC2hHq0f89$fvH)~o&@=8=QcOhg|iYL<~=i2$7XC6~t4slc!5 zXQXRGE(~n*!rmA?&eg$#RDbSFOmNZ1t5F+C{q;XgaI^}Z*{}!;?J`i)q#l%Nyy%aM z74-G1NA$C+B34?KV-#zO1_~U|PA(*37l-J?sV}KvrXzHwECun-8c=N6PY%h+z`%i1 zY|$SRw9=@@o2zUfh~I>|@8rX1{YLPKmBWL|{8Z6%Cz<$qfE87_j(xX-L1O$O8QOP> zc5M=Y3l_fgUC&02@SWo@OcjB7S4`}0TjBTxF*Lrv8+@m2q8Ibj@cyPka@8^vRQL#d zUd^S_*|wM^(Lyearf(ZZk zK?4#f2szl`%^!03`1(E++dTk}^=86Uqa1MTSw>?=xx`tdh55K&09CS_i0{G#W{%J= zdX@51)A3=#dANsU#tf4uz3rGTUjVt;63{a44VNU}khZH^k)OQ?>uea5oHPr(1nQY% zzfDM>xh<97R10&r%i~aEJ^H>r#Jqa27B2q24CmJVVTYlPW)%bNFy7x8mM(OrE>jmmTYDp^ z3+up=bHS)oWskvwS}3*O9o%OMR)+)pYJu`5Z zB}-xP z;7ly54Mm+GM>IIDjR#z})0dSG>8X_qah+Em880}_UN~%qb2*D})squUzd?Dg#`_YO zSDwSJ%&9`|o&r43dw`Y-AD{+A`kj)17!M<70`Y-m`2yx0f+w~x$|cw zs0UZaMevEqpfcjQ5I%_|O^O=$ps@_ei7BA1mkbW;mSDcZPg3h%)Vs#;4z2bWqaUZ3 z5=x3l*v$a&G}=%6m-dr^@CZ27h{R^cGseUD0e$n<68eWWaQ1^U#KkTHOP2(y$7ckA zLKo?w;8M`;E`po0Df^ht94$8UDfJ-^jD0@B|sv2fO!R$=*;WNZ%8>LBM z+ZNP&TS3gMbtD)B7=4HQVP^KR4xmAIC_8SptGgbWcY&9(K zS_H150qDFv5O;r<#ad!O9_`U#1CN%|6C>g9*RBnkzpI1M)o66R=YVvjBMQQIqWY?r zUf|{J!VmT|{f{Un9Cs&=S_!-4v;{tTR}E!fGvQ|5BzRLCgN0HO03L2&P}oT#gWl2H zCGE`Rw{K|X{3?+7Qv(BUr_lR1J#dAh8CZm?z|1gpFqe0%-Fu3v!e z68vB^_KX~8EW}?O25@Fh45X?>f$M91IHzw%NBKNp_mY)x@Q@lT`{|F4`8Q~(2^Y4i zM8h*DN7$SFhgQtuQkiREsFG)h(cLjn`YaV+r#8@Z`&{yCmn9zixR%`LccPjFU&!k% zF{m%8OGeL?VayW(^B>lN^ujw-Sk{~r-cv>S6OL$NqKuKEQaC&_is)~cOy8gGVjg?N z;7M0I)IOJw!`J-Lb2JM)Y@U*xhU-wy(VfmrJ;h{pXuz1!TCf+XCA(HHf(g5C)0cYF z*mLKsP}jABWan4Feq%dWoVFg`7>S^9h$6jZmQHpIB*E2( zq>620pP$`CU(VKq^7P`|Y* zxV!Bb(b}JdQ91GGc-jENeG5^@#2#Gc7}1q8^l)&|La5d*qqmc%g3$>|(~o9hDO*VD z>i{OKs6(By-;7I70*N|3nJCDA>aBJ~+Oaeak8W`#-Kicpur?h}WS*jnW9Os$mR@rC zz8|zV$HC`A1Y5?n!DfjcoT>HaOi18^11<)z^-DCgzS01nQGU=-eMO7=^ze6}B=%>g zfnItot>hRn_s7_(|n+B-#7M0Z3d1F$&nQ&av|l0HQpBJCF=qzh}&Qi8)BtFTwM>7 zzzxYbWMdEeY?Gi+#v78}6@Z|b8_gVFggN))Skq&(Y2nN=vS@Yyn77Zs^JqwJ3A$vj!LdoJu~#q)j(&CrjnYr#z(qys zsMr8qE$``#TqF2ZrpDeJxkgh zX*$LB57`idy%X{Ehg|%9^EVqQu8ue6T%tyL`S9oJUUJpz92tH5g$C4d@tw+P((p|a z@22VZxN%C+rzjE@iRj^^Ck@cJ%NQ=YJ3#PWOYrHqLt1ZkGs^@F>8+8esPeuXrk(5fywT?9N$R(8i>i{y34t zo~z2h9Uh&iQYl5H%HrUdaVcb`2jk!NqqH-t2B#lOK$FpJbXi*t+}Zn@Tk{EPo`Pwkd8pYo34?a~gF=KH*sNYdn(jp5`TI-I+_x0c zgJY@ehZc;ikf%Y1mr)gdNfL4QEO~INn~0A^<5lUKoK=EjH2I4u>>v0}?y2ZN-L$o^ zw{jN9ZtB4G7v>V*H}kRLFPH3nEKk}qN}-#?qPKQE+Fy7?PflJ(rinO%MOpw@r^bS< z)-$qifhR5KJxu>Tw8zIvzeVF zXoaHRwqPi)PkZal2kT=eLFf&J9WA0wE?^ZtS9FhUY)SE>1j1Ot4Y{u&mqFC~b zj|66TU`JXx+9aC7-?m2bWlu6L`}K^8(vgDKk+NWYDIJndjnKSR;^6qQ2n*$Nsk?C? 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player.animation.import_assets( choice(self.possible_player_locations)) + player.stats.health\ = player.stats.stats['health'] + player.stats.energy\ = player.stats.stats['energy'] + player.stats.exp = 0 + self.get_entities() self.get_distance_direction() self.dead_players = np.zeros(self.n_players) diff --git a/pneuma.py b/pneuma.py index 2a30b64..69b22bf 100644 --- a/pneuma.py +++ b/pneuma.py @@ -189,8 +189,11 @@ if __name__ == "__main__": # Gather information about the episode for player in game.level.player_sprites: + score = np.mean(player.reward_features) + print(player.reward_features) + # Update score - score_history[player.player_id][episode] = player.stats.exp + score_history[player.player_id][episode] = np.mean(score) # Update actor/critic loss actor_loss[player.player_id][episode] = np.mean( @@ -203,13 +206,13 @@ if __name__ == "__main__": episode_total_loss) # Check for new best score - if player.stats.exp > best_score[player.player_id]: + if score > best_score[player.player_id]: print(f"\nNew best score for player {player.player_id}:\ - {player.stats.exp}\ + {score}\ \nOld best score for player {player.player_id}: \ {best_score[player.player_id]}") - best_score[player.player_id] = player.stats.exp + best_score[player.player_id] = score print(f"Saving models for player {player.player_id}...") @@ -220,44 +223,48 @@ if __name__ == "__main__": print(f"Models saved to {chkpt_path}") + plt.figure() + plt.title("Player Performance") + plt.xlabel("Episode") + plt.ylabel("Score") + plt.legend([f"Player {num}" for num in range(n_players)]) + for player_score in score_history: + plt.plot(player_score) + plt.savefig(f"{figure_folder}/score.png") + plt.close() + + plt.figure() + plt.suptitle("Actor Loss") + plt.xlabel("Episode") + plt.ylabel("Loss") + plt.legend([f"Agent {num}" for num in range(n_players)]) + for actor in actor_loss: + plt.plot(actor) + plt.savefig(f"{figure_folder}/actor_loss.png") + plt.close() + + plt.figure() + plt.suptitle("Critic Loss") + plt.xlabel("Episode") + plt.ylabel("Loss") + plt.legend([f"Agent {num}" for num in range(n_players)]) + for critic in critic_loss: + plt.plot(critic) + plt.savefig(f"{figure_folder}/critic_loss.png") + plt.close() + + plt.figure() + plt.suptitle("Total Loss") + plt.xlabel("Episode") + plt.ylabel("Loss") + plt.legend([f"Agent {num}" for num in range(n_players)]) + for total in total_loss: + plt.plot(total) + plt.savefig(f"{figure_folder}/total_loss.png") + plt.close() + # End of training session print("End of episodes.\ \nExiting game...") - plt.figure() - plt.title("Player Performance") - plt.xlabel("Episode") - plt.ylabel("Score") - plt.legend([f"Player {num}" for num in range(n_players)]) - for player_score in score_history: - plt.plot(player_score) - plt.savefig(f"{figure_folder}/score.png") - - plt.figure() - plt.suptitle("Actor Loss") - plt.xlabel("Episode") - plt.ylabel("Loss") - plt.legend([f"Agent {num}" for num in range(n_players)]) - for actor in actor_loss: - plt.plot(actor) - plt.savefig(f"{figure_folder}/actor_loss.png") - - plt.figure() - plt.suptitle("Critic Loss") - plt.xlabel("Episode") - plt.ylabel("Loss") - plt.legend([f"Agent {num}" for num in range(n_players)]) - for critic in critic_loss: - plt.plot(critic) - plt.savefig(f"{figure_folder}/critic_loss.png") - - plt.figure() - plt.suptitle("Total Loss") - plt.xlabel("Episode") - plt.ylabel("Loss") - plt.legend([f"Agent {num}" for num in range(n_players)]) - for total in total_loss: - plt.plot(total) - plt.savefig(f"{figure_folder}/total_loss.png") - game.quit()

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