Update.

diff --git a/main.py b/main.py
index 918f75d..5484f39 100755 (executable)
--- a/main.py
+++ b/main.py
@@ -79,23 +79,23 @@ parser.add_argument("--dropout", type=float, default=0.1)
 
 parser.add_argument("--deterministic_synthesis", action="store_true", default=False)
 
-parser.add_argument("--both_directions", action="store_true", default=False)
+parser.add_argument("--bidirectional_validation", action="store_true", default=False)
 
 parser.add_argument("--problem", type=str, default="sky")
 
 parser.add_argument("--nb_gpts", type=int, default=5)
 
-parser.add_argument("--min_to_validate", type=int, default=4)
+parser.add_argument("--min_to_validate", type=int, default=None)
 
-parser.add_argument("--max_to_validate", type=int, default=4)
+parser.add_argument("--max_to_validate", type=int, default=None)
 
 parser.add_argument("--accuracy_to_make_c_quizzes", type=float, default=0.975)
 
 parser.add_argument("--dirty_debug", action="store_true", default=False)
 
-parser.add_argument("--generation_temperature", type=float, default=1.0)
+parser.add_argument("--generation_temperature", type=float, default=2.0)
 
-parser.add_argument("--stochastic_validation", action="store_true", default=False)
+parser.add_argument("--deterministic_validation", action="store_true", default=False)
 
 ######################################################################
 
@@ -113,6 +113,12 @@ parser.add_argument("--sky_speed", type=int, default=3)
 
 args = parser.parse_args()
 
+if args.min_to_validate is None:
+    args.min_to_validate = args = nb_gpts - 1
+
+if args.max_to_validate is None:
+    args.max_to_validate = args = nb_gpts - 1
+
 if args.result_dir is None:
     args.result_dir = f"results_culture"
 
@@ -423,8 +429,8 @@ def create_c_quizzes(
             nb_correct, seq_logproba = quizz_machine.compute_correctness(
                 c_quizzes,
                 models,
-                both_directions=args.both_directions,
-                deterministic_validation=not args.stochastic_validation,
+                bidirectional_validation=args.bidirectional_validation,
+                deterministic_validation=args.deterministic_validation,
             )
 
             for n, l in zip(nb_correct, seq_logproba):

diff --git a/quizz_machine.py b/quizz_machine.py
index 9b64941..de85520 100755 (executable)
--- a/quizz_machine.py
+++ b/quizz_machine.py
@@ -325,7 +325,7 @@ class QuizzMachine:
         self,
         c_quizzes,
         models_for_validation,
-        both_directions=False,
+        bidirectional_validation=False,
         deterministic_validation=True,
     ):
         reversed_c_quizzes = self.reverse_time(c_quizzes)
@@ -360,7 +360,7 @@ class QuizzMachine:
 
             correct = (c_quizzes == result).long().min(dim=-1).values
 
-            if both_directions:
+            if bidirectional_validation:
                 reversed_result = reversed_c_quizzes.clone()
 
                 masked_inplace_autoregression(