wip update readme

Makefile

@@ -10,9 +10,20 @@ help:
 	@echo "    run"
 	@echo "        Runs the bot on the commandline"
 
-train-core:
-	# TODO: fix
-	python -m rasa_core.train -s data/core/ -d domain.yml -o models/dialogue --epochs 300
+train-redp:
+	python -m rasa_core.train -s data/core/ -d domain.yml -o models/dialogue -c redp.yml --augmentation_factor 0
+
+train-lstm-bin:
+	python -m rasa_core.train -s data/core/ -d domain.yml -o models/dialogue -c lstm_bin.yml --augmentation_factor 0
+
+train-lstm-feat:
+	python -m rasa_core.train -s data/core/ -d domain.yml -o models/dialogue -c lstm_feat.yml --augmentation_factor 0
+
+train-compare:
+	python -m rasa_core.train compare --stories data/core/ -d domain.yml -o comparison_models -c redp.yml lstm_bin.yml lstm_feat.yml --augmentation_factor 0 --runs 5
+
+evaluate-compare:
+	python -m rasa_core.evaluate compare --stories data/core/ --core comparison_models -o results/
 
 run-core:
 	python -m rasa_core.run --core models/dialogue --endpoints endpoints.yml

lstm_bin.yml

@@ -0,0 +1,10 @@
+policy:
+  - name: KerasPolicy
+    batch_size: 32
+    epochs: 400
+    rnn_size: 64
+    featurizer:
+      - name: MaxHistoryTrackerFeaturizer
+        max_history: 38
+        state_featurizer:
+          - name: LabelTokenizerSingleStateFeaturizer

lstm_feat.yml

@@ -0,0 +1,10 @@
+policy:
+  - name: KerasPolicy
+    batch_size: 32
+    epochs: 400
+    rnn_size: 64
+    featurizer:
+      - name: MaxHistoryTrackerFeaturizer
+        max_history: 38
+        state_featurizer:
+          - name: BinarySingleStateFeaturizer

redp.yml

@@ -0,0 +1,4 @@
+policy:
+  - name: EmbeddingPolicy
+    epochs: 2000
+    attn_shift_range: 5