updated for Rasa Core v.12

Justina Petraityte · Justina Petraityte · commit 20ef0a9dada1 · 2018-11-24T22:16:18.000+01:00
diff --git a/Full Code [Latest release of Rasa NLU and Rasa Core]/README.md b/Full Code [Latest release of Rasa NLU and Rasa Core]/README.md
@@ -47,11 +47,19 @@ The process of running the online session is very similar to training the Rasa C
 
 I will do my best to keep this repo up-to-date, but if you encounter any issues with using the code, please raise an issue or drop me a message :)
 
+<<<<<<< HEAD
+Latest code update: 24/11/2018
+
+Latest compatible Rasa NLU version: 0.13.8
+
+Latest compatible Rasa Core version: 0.12.2
+=======
 Latest code update: 25/10/2018
 
 Latest compatible Rasa NLU version: 0.13.7
 
 Latest compatible Rasa Core version: 0.11.12
+>>>>>>> a4c437a80d8975c2d42d24ed4d0f29c18f41c6fd
 
 
 
diff --git a/Full Code [Latest release of Rasa NLU and Rasa Core]/dialogue_management_model.py b/Full Code [Latest release of Rasa NLU and Rasa Core]/dialogue_management_model.py
@@ -11,20 +11,19 @@
 from rasa_core.interpreter import RasaNLUInterpreter
 from rasa_core.utils import EndpointConfig
 from rasa_core.run import serve_application
+from rasa_core import config
 
 logger = logging.getLogger(__name__)
 
 def train_dialogue(domain_file = 'weather_domain.yml',
 					model_path = './models/dialogue',
 					training_data_file = './data/stories.md'):
 					
-	agent = Agent(domain_file, policies = [MemoizationPolicy(), KerasPolicy()])
+	agent = Agent(domain_file, policies = [MemoizationPolicy(), KerasPolicy(max_history=3, epochs=200, batch_size=50)])
 	data = agent.load_data(training_data_file)	
-	agent.train(
-				data,
-				epochs = 300,
-				batch_size = 50,
-				validation_split = 0.2)
+	
+
+	agent.train(data)
 				
 	agent.persist(model_path)
 	return agent
diff --git a/Full Code [Latest release of Rasa NLU and Rasa Core]/models/dialogue/domain.json b/Full Code [Latest release of Rasa NLU and Rasa Core]/models/dialogue/domain.json
@@ -8,6 +8,7 @@
     "prev_action_listen",
     "prev_action_restart",
     "prev_action_default_fallback",
+    "prev_action_deactivate_form",
     "prev_utter_greet",
     "prev_utter_goodbye",
     "prev_utter_ask_location",
diff --git a/Full Code [Latest release of Rasa NLU and Rasa Core]/models/dialogue/domain.yml b/Full Code [Latest release of Rasa NLU and Rasa Core]/models/dialogue/domain.yml
@@ -9,6 +9,7 @@ config:
   store_entities_as_slots: true
 entities:
 - location
+forms: []
 intents:
 - greet:
     use_entities: true
@@ -18,6 +19,7 @@ intents:
     use_entities: true
 slots:
   location:
+    auto_fill: true
     initial_value: null
     type: rasa_core.slots.TextSlot
 templates:
diff --git a/Full Code [Latest release of Rasa NLU and Rasa Core]/models/dialogue/policy_0_MemoizationPolicy/memorized_turns.json b/Full Code [Latest release of Rasa NLU and Rasa Core]/models/dialogue/policy_0_MemoizationPolicy/memorized_turns.json
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   }
 }
diff --git a/Full Code [Latest release of Rasa NLU and Rasa Core]/models/dialogue/policy_1_KerasPolicy/featurizer.json b/Full Code [Latest release of Rasa NLU and Rasa Core]/models/dialogue/policy_1_KerasPolicy/featurizer.json
@@ -1 +1 @@
-{"py/object": "rasa_core.featurizers.MaxHistoryTrackerFeaturizer", "max_history": 5, "remove_duplicates": true, "state_featurizer": {"py/object": "rasa_core.featurizers.BinarySingleStateFeaturizer", "input_state_map": {"entity_location": 3, "intent_goodbye": 0, "intent_greet": 1, "intent_inform": 2, "prev_action_default_fallback": 7, "prev_action_listen": 5, "prev_action_restart": 6, "prev_action_weather": 11, "prev_utter_ask_location": 10, "prev_utter_goodbye": 9, "prev_utter_greet": 8, "slot_location_0": 4}, "num_features": 12, "slot_feature_len": 1, "user_feature_len": 4}, "use_intent_probabilities": false}
+{"py/object": "rasa_core.featurizers.MaxHistoryTrackerFeaturizer", "max_history": 3, "remove_duplicates": true, "state_featurizer": {"py/object": "rasa_core.featurizers.BinarySingleStateFeaturizer", "input_state_map": {"entity_location": 3, "intent_goodbye": 0, "intent_greet": 1, "intent_inform": 2, "prev_action_deactivate_form": 8, "prev_action_default_fallback": 7, "prev_action_listen": 5, "prev_action_restart": 6, "prev_action_weather": 12, "prev_utter_ask_location": 11, "prev_utter_goodbye": 10, "prev_utter_greet": 9, "slot_location_0": 4}, "num_features": 13, "slot_feature_len": 1, "user_feature_len": 4}, "use_intent_probabilities": false}
diff --git a/Full Code [Latest release of Rasa NLU and Rasa Core]/models/dialogue/policy_1_KerasPolicy/keras_model.h5 b/Full Code [Latest release of Rasa NLU and Rasa Core]/models/dialogue/policy_1_KerasPolicy/keras_model.h5
diff --git a/Full Code [Latest release of Rasa NLU and Rasa Core]/models/dialogue/policy_1_KerasPolicy/keras_policy.json b/Full Code [Latest release of Rasa NLU and Rasa Core]/models/dialogue/policy_1_KerasPolicy/keras_policy.json
@@ -1,4 +1,4 @@
 {
   "model": "keras_model.h5",
-  "epochs": 300
+  "epochs": 100
 }
diff --git a/Full Code [Latest release of Rasa NLU and Rasa Core]/models/dialogue/policy_metadata.json b/Full Code [Latest release of Rasa NLU and Rasa Core]/models/dialogue/policy_metadata.json
@@ -10,26 +10,22 @@
         "location"
       ]
     },
-    "action_weather": {
-      "slots": [
-        "location"
-      ]
-    },
     "null": {
       "slots": [
         "location"
       ]
     }
   },
-  "rasa_core": "0.11.3",
-  "python": "3.6.5",
+  "rasa_core": "0.12.2",
+  "python": "3.6.3",
   "max_histories": [
     5,
-    5
+    3
   ],
   "ensemble_name": "rasa_core.policies.ensemble.SimplePolicyEnsemble",
   "policy_names": [
     "rasa_core.policies.memoization.MemoizationPolicy",
     "rasa_core.policies.keras_policy.KerasPolicy"
-  ]
+  ],
+  "trained_at": "20181124-215400"
 }
diff --git a/Full Code [Latest release of Rasa NLU and Rasa Core]/models/nlu/default/weathernlu/crf_model.pkl b/Full Code [Latest release of Rasa NLU and Rasa Core]/models/nlu/default/weathernlu/crf_model.pkl
diff --git a/Full Code [Latest release of Rasa NLU and Rasa Core]/models/nlu/default/weathernlu/intent_classifier_sklearn.pkl b/Full Code [Latest release of Rasa NLU and Rasa Core]/models/nlu/default/weathernlu/intent_classifier_sklearn.pkl
diff --git a/Full Code [Latest release of Rasa NLU and Rasa Core]/models/nlu/default/weathernlu/metadata.json b/Full Code [Latest release of Rasa NLU and Rasa Core]/models/nlu/default/weathernlu/metadata.json
@@ -68,6 +68,9 @@
                 20,
                 100
             ],
+            "gamma": [
+                0.1
+            ],
             "kernels": [
                 "linear"
             ],
@@ -79,6 +82,6 @@
         }
     ],
     "training_data": "training_data.json",
-    "trained_at": "20180908-193557",
-    "rasa_nlu_version": "0.13.2"
+    "trained_at": "20181124-212718",
+    "rasa_nlu_version": "0.13.8"
 }
diff --git a/Full Code [Latest release of Rasa NLU and Rasa Core]/models/nlu/default/weathernlu/training_data.json b/Full Code [Latest release of Rasa NLU and Rasa Core]/models/nlu/default/weathernlu/training_data.json
@@ -223,6 +223,7 @@
       }
     ],
     "regex_features": [],
+    "lookup_tables": [],
     "entity_synonyms": []
   }
 }
diff --git a/Full Code [Latest release of Rasa NLU and Rasa Core]/story_graph.dot b/Full Code [Latest release of Rasa NLU and Rasa Core]/story_graph.dot
@@ -0,0 +1,13 @@
+digraph  {
+0 [label=START, fillcolor=green, style=filled, fontsize=12, class="start active"];
+"-1" [label=END, fillcolor=red, style=filled, fontsize=12, class=end];
+1 [label=utter_greet, fontsize=12, class=""];
+"-4" [label="...", class=ellipsis];
+3 [label="  ?  ", shape=rect, class="intent dashed active"];
+4 [label=greet, shape=rect, style=filled, fillcolor=lightblue, class=intent];
+0 -> "-1"  [key=NONE, label="", class=""];
+0 -> 3  [key=NONE, label="", class=active];
+0 -> 4  [key=0, class=""];
+1 -> "-4"  [key=NONE, label="", class=""];
+4 -> 1  [key=0, class=""];
+}
diff --git a/Full Code [Latest release of Rasa NLU and Rasa Core]/train_online.py b/Full Code [Latest release of Rasa NLU and Rasa Core]/train_online.py
@@ -9,7 +9,7 @@
 from rasa_core.policies.keras_policy import KerasPolicy
 from rasa_core.policies.memoization import MemoizationPolicy
 from rasa_core.interpreter import RasaNLUInterpreter
-from rasa_core.train import online
+from rasa_core.train import interactive
 from rasa_core.utils import EndpointConfig
 
 logger = logging.getLogger(__name__)
@@ -20,16 +20,23 @@ def run_weather_online(interpreter,
                           training_data_file='data/stories.md'):
     action_endpoint = EndpointConfig(url="http://localhost:5055/webhook")						  
     agent = Agent(domain_file,
-                  policies=[MemoizationPolicy(max_history=2), KerasPolicy()],
+                  policies=[MemoizationPolicy(max_history=2), KerasPolicy(max_history=3, epochs=3, batch_size=50)],
                   interpreter=interpreter,
 				  action_endpoint=action_endpoint)
     				  
+<<<<<<< HEAD
+    data = agent.load_data(training_data_file)			   
+    agent.train(data)
+    agent = Agent.load('./models/dialogue', interpreter=interpreter, action_endpoint=action_endpoint)	
+    interactive.run_interactive_learning(agent, training_data_file)
+=======
     data = agent.load_data(training_data_file)
     agent.train(data,
                        batch_size=50,
                        epochs=200,
                        max_training_samples=300)				   
     online.run_online_learning(agent)
+>>>>>>> a4c437a80d8975c2d42d24ed4d0f29c18f41c6fd
     return agent
 
 

Original file line number	Diff line number	Diff line change
`@@ -1 +1 @@`
`1`		-{"py/object": "rasa_core.featurizers.MaxHistoryTrackerFeaturizer", "max_history": 5, "remove_duplicates": true, "state_featurizer": {"py/object": "rasa_core.featurizers.BinarySingleStateFeaturizer", "input_state_map": {"entity_location": 3, "intent_goodbye": 0, "intent_greet": 1, "intent_inform": 2, "prev_action_default_fallback": 7, "prev_action_listen": 5, "prev_action_restart": 6, "prev_action_weather": 11, "prev_utter_ask_location": 10, "prev_utter_goodbye": 9, "prev_utter_greet": 8, "slot_location_0": 4}, "num_features": 12, "slot_feature_len": 1, "user_feature_len": 4}, "use_intent_probabilities": false}
	`1`	+{"py/object": "rasa_core.featurizers.MaxHistoryTrackerFeaturizer", "max_history": 3, "remove_duplicates": true, "state_featurizer": {"py/object": "rasa_core.featurizers.BinarySingleStateFeaturizer", "input_state_map": {"entity_location": 3, "intent_goodbye": 0, "intent_greet": 1, "intent_inform": 2, "prev_action_deactivate_form": 8, "prev_action_default_fallback": 7, "prev_action_listen": 5, "prev_action_restart": 6, "prev_action_weather": 12, "prev_utter_ask_location": 11, "prev_utter_goodbye": 10, "prev_utter_greet": 9, "slot_location_0": 4}, "num_features": 13, "slot_feature_len": 1, "user_feature_len": 4}, "use_intent_probabilities": false}
Original file line number	Diff line number	Diff line change
`@@ -1,4 +1,4 @@`
`1`	`1`	`{`
`2`	`2`	`"model": "keras_model.h5",`
`3`		`- "epochs": 300`
	`3`	`+ "epochs": 100`
`4`	`4`	`}`