X-Git-Url: https://fleuret.org/cgi-bin/gitweb/gitweb.cgi?a=blobdiff_plain;f=escape.py;h=da3e4959cc402dffa6254abf611ce4bf3aefa0a1;hb=690470307a7995cc3117eb54545f921eedcecba5;hp=93e305228a05475b096aba439d0b5625d8b1c6cd;hpb=fdc61b7e50e029aac58b10f377acdce549532f84;p=picoclvr.git diff --git a/escape.py b/escape.py index 93e3052..da3e495 100755 --- a/escape.py +++ b/escape.py @@ -110,14 +110,22 @@ def episodes2seq(states, actions, rewards, lookahead_delta=None): actions = actions[:, :, None] + first_actions_code if lookahead_delta is not None: - r = rewards - print(f"{r.size()=} {lookahead_delta=}") - u = F.pad(r, (0, lookahead_delta - 1)).as_strided( - (r.size(0), r.size(1), lookahead_delta), - (r.size(1) + lookahead_delta - 1, 1, 1), - ) - a = u.min(dim=-1).values - b = u.max(dim=-1).values + # r = rewards + # u = F.pad(r, (0, lookahead_delta - 1)).as_strided( + # (r.size(0), r.size(1), lookahead_delta), + # (r.size(1) + lookahead_delta - 1, 1, 1), + # ) + # a = u[:, :, 1:].min(dim=-1).values + # b = u[:, :, 1:].max(dim=-1).values + # s = (a < 0).long() * a + (a >= 0).long() * b + # lookahead_rewards = (1 + s[:, :, None]) + first_lookahead_rewards_code + + # a[n,t]=min_s>t r[n,s] + a = rewards.new_zeros(rewards.size()) + b = rewards.new_zeros(rewards.size()) + for t in range(a.size(1) - 1): + a[:, t] = rewards[:, t + 1 :].min(dim=-1).values + b[:, t] = rewards[:, t + 1 :].max(dim=-1).values s = (a < 0).long() * a + (a >= 0).long() * b lookahead_rewards = (1 + s[:, :, None]) + first_lookahead_rewards_code @@ -166,6 +174,25 @@ def seq2episodes(seq, height, width, lookahead=False): return states, actions, rewards +def seq2str(seq): + def token2str(t): + if t >= first_state_code and t < first_state_code + nb_state_codes: + return " #@$"[t - first_state_code] + elif t >= first_actions_code and t < first_actions_code + nb_actions_codes: + return "ISNEW"[t - first_actions_code] + elif t >= first_rewards_code and t < first_rewards_code + nb_rewards_codes: + return "-0+"[t - first_rewards_code] + elif ( + t >= first_lookahead_rewards_code + and t < first_lookahead_rewards_code + nb_lookahead_rewards_codes + ): + return "n.p"[t - first_lookahead_rewards_code] + else: + return "?" + + return ["".join([token2str(x.item()) for x in row]) for row in seq] + + ###################################################################### @@ -205,11 +232,19 @@ def episodes2str( def status_bar(a, r, lr=None): a, r = a.item(), r.item() sb_a = "ISNEW"[a] if a >= 0 and a < 5 else "?" - sb_r = " " + ("- +"[r + 1] if r in {-1, 0, 1} else "?") - if lr is not None: + sb_r = "- +"[r + 1] if r in {-1, 0, 1} else "?" + if lr is None: + sb_lr = "" + else: lr = lr.item() - sb_r = sb_r + "/" + ("- +"[lr + 1] if lr in {-1, 0, 1} else "?") - return sb_a + " " * (states.size(-1) - len(sb_a) - len(sb_r)) + sb_r + sb_lr = "n p"[lr + 1] if lr in {-1, 0, 1} else "?" + return ( + sb_a + + "/" + + sb_r + + " " * (states.size(-1) - 1 - len(sb_a + sb_r + sb_lr)) + + sb_lr + ) if lookahead_rewards is None: result += ( @@ -245,8 +280,11 @@ def episodes2str( ###################################################################### if __name__ == "__main__": - nb, height, width, T = 8, 4, 6, 20 + nb, height, width, T = 1000, 4, 6, 20 states, actions, rewards = generate_episodes(nb, height, width, T) - seq = episodes2seq(states, actions, rewards, lookahead_delta=5) + seq = episodes2seq(states, actions, rewards, lookahead_delta=T) s, a, r, lr = seq2episodes(seq, height, width, lookahead=True) print(episodes2str(s, a, r, lookahead_rewards=lr, unicode=True, ansi_colors=True)) + # print() + # for s in seq2str(seq): + # print(s)