Update

diff --git a/README.txt b/README.txt
index f25211f..1bd713a 100644 (file)
--- a/README.txt
+++ b/README.txt
@@ -1,8 +1,17 @@
-To train the shortest-path solving GPT, and train the one-shot MLP
-read-out:
+To train the shortest-path solving GPT
 
-  ./beaver.py --oneshot
+  ./beaver.py
 
 Same, lighter settings (~95% test success instead of ~99%):
 
-  ./beaver.py --nb_train_samples=25000 --nb_test_samples=10000 --oneshot
+  ./beaver.py --nb_train_samples=25000 --nb_test_samples=10000
+
+To train with a non-causal attention on the prompt + random
+auto-regression order:
+
+  ./beaver.py --nb_epochs=50 --learning_rate_schedule='25: 2e-4' --random_regression_order --noncausal_prompt
+
+to get the one-shot prediction from an existing checkpoint (trained
+with --random_regression_order and --noncausal_prompt):
+
+  ./beaver --oneshot