Update.

diff --git a/greed.py b/greed.py
index 636c13b..1025d7c 100755 (executable)
--- a/greed.py
+++ b/greed.py
@@ -11,6 +11,11 @@ from torch.nn import functional as F
 
 ######################################################################
 
+REWARD_PLUS = 1
+REWARD_NONE = 0
+REWARD_MINUS = -1
+REWARD_UNKNOWN = 2
+
 
 class GreedWorld:
     def __init__(self, height=6, width=6, T=10, nb_walls=3, nb_coins=2):
@@ -36,11 +41,11 @@ class GreedWorld:
         )
 
         self.state_len = self.height * self.width
-        self.index_states = 0
-        self.index_reward = self.state_len
-        self.index_lookahead_reward = self.state_len + 1
+        self.index_lookahead_reward = 0
+        self.index_states = 1
+        self.index_reward = self.state_len + 1
         self.index_action = self.state_len + 2
-        self.it_len = self.state_len + 3  # lookahead_reward / state / action / reward
+        self.it_len = self.state_len + 3  # lookahead_reward / state / reward / action
 
     def state2code(self, r):
         return r + self.first_states_code
@@ -179,9 +184,9 @@ class GreedWorld:
 
         return torch.cat(
             [
+                self.lookahead_reward2code(s[:, :, None]),
                 self.state2code(states.flatten(2)),
                 self.reward2code(rewards[:, :, None]),
-                self.lookahead_reward2code(s[:, :, None]),
                 self.action2code(actions[:, :, None]),
             ],
             dim=2,

diff --git a/tasks.py b/tasks.py
index 6a7e639..324376d 100755 (executable)
--- a/tasks.py
+++ b/tasks.py
@@ -1905,7 +1905,10 @@ class Greed(Task):
             t % self.world.it_len == self.world.index_lookahead_reward
         ).long()
 
-        return lr_mask * self.world.lookahead_reward2code(2) + (1 - lr_mask) * batch
+        return (
+            lr_mask * self.world.lookahead_reward2code(greed.REWARD_UNKNOWN)
+            + (1 - lr_mask) * batch
+        )
 
     def batches(self, split="train", nb_to_use=-1, desc=None):
         assert split in {"train", "test"}
@@ -1950,7 +1953,7 @@ class Greed(Task):
         result[:, self.world.it_len :] = -1
         # Set the lookahead_reward of the firs to UNKNOWN
         result[:, self.world.index_lookahead_reward] = self.world.lookahead_reward2code(
-            2
+            greed.REWARD_UNKNOWN
         )
 
         t = torch.arange(result.size(1), device=result.device)[None, :]
@@ -1965,7 +1968,7 @@ class Greed(Task):
             if u > 0:
                 result[
                     :, u + self.world.index_lookahead_reward
-                ] = self.world.lookahead_reward2code(2)
+                ] = self.world.lookahead_reward2code(greed.REWARD_UNKNOWN)
                 ar_mask = (t >= u + self.world.index_states).long() * (
                     t < u + self.world.index_states + self.world.state_len
                 ).long()
@@ -1974,7 +1977,7 @@ class Greed(Task):
             # Generate the action and reward with lookahead_reward to +1
             result[
                 :, u + self.world.index_lookahead_reward
-            ] = self.world.lookahead_reward2code(1)
+            ] = self.world.lookahead_reward2code(greed.REWARD_PLUS)
             ar_mask = (t >= u + self.world.index_reward).long() * (
                 t <= u + self.world.index_action
             ).long()
@@ -1983,7 +1986,7 @@ class Greed(Task):
             # Set the lookahead_reward to UNKNOWN for the next iterations
             result[
                 :, u + self.world.index_lookahead_reward
-            ] = self.world.lookahead_reward2code(2)
+            ] = self.world.lookahead_reward2code(gree.REWARD_UNKNOWN)
 
         filename = os.path.join(result_dir, f"test_thinking_compute_{n_epoch:04d}.txt")
         with open(filename, "w") as f: