Moved back to Spacy with fallback threshold at 0.8

.gitignore

@@ -1,4 +1,7 @@
 *.tar.gz
 *.pyc
 results/
-models/
+models/
+.cache/
+.config/
+.keras

Dockerfile

@@ -7,7 +7,7 @@
 # Build:
 #     docker build . -t zir-ai:rasa
 
-FROM rasa/rasa:2.7.1-full
+FROM rasa/rasa:2.7.1-spacy-en
 
 USER root
 

actions/actions.py

@@ -64,12 +64,9 @@ class ActionDefaultFallback(Action):
         first_resp = parsed["responseSet"][0]["response"][0]
         last_resp = parsed["responseSet"][0]["response"][-1]
         textQuery = []
-        print(last_resp["score"])
-        print(first_resp["score"])
         if last_resp["score"] < 0.3 or first_resp["score"] < 0.3:
-            print(f"Scores; {last_resp['score']} and {first_resp['score']}")
             textQuery.append(
-                f"Scores; {last_resp['score']} and {first_resp['score']} I'm sorry, I don't have any information about that.")
+                "I'm sorry, I don't have any information about that.")
         else:
             textQuery = print_responses(parsed["responseSet"][0], self.cur)
             textQuery.insert(0, "\n")

config.yml

@@ -3,11 +3,11 @@
 language: en
 
 pipeline:
-  - name: HFTransformersNLP
-    model_name: "bert"
-  - name: LanguageModelTokenizer
-  - name: LanguageModelFeaturizer
-    model_name: "bert"
+  - name: SpacyNLP
+    model: "en_core_web_md"
+    case_sensitive: False
+  - name: SpacyTokenizer
+  - name: SpacyFeaturizer
   - name: RegexFeaturizer
   - name: LexicalSyntacticFeaturizer
   - name: CountVectorsFeaturizer
@@ -21,7 +21,7 @@ pipeline:
   - name: ResponseSelector
     epochs: 100
   - name: FallbackClassifier
-    threshold: 0.4
+    threshold: 0.8
     ambiguity_threshold: 0.1
 
 # Configuration for Rasa Core.

data/nlu.yml

@@ -37,25 +37,6 @@ nlu:
       - bye bye
       - see you later
 
-  - intent: affirm
-    examples: |
-      - yes
-      - y
-      - indeed
-      - of course
-      - that sounds good
-      - correct
-
-  - intent: deny
-    examples: |
-      - no
-      - n
-      - never
-      - I don't think so
-      - don't like that
-      - no way
-      - not really
-
   - intent: booking_1
     examples: |
       - Do I need to pay a security deposit at Atlantis Dubai? 
@@ -601,7 +582,7 @@ nlu:
       - How much does it take for it all in Aquaventure Waterpark?
       - How long can I normally expect a visit to every ride?
       - How Long It Would Take to go on every ride?
-      - How long will it take to visit the rides and attractions? 
+      - How long will it take to visit the rides and attractions?
       - How long does it take to go down the slides?
       - How many riders can go on at a time?
       - What rides can I go on if I am Pregnant?
@@ -628,7 +609,7 @@ nlu:
       - If I bring my nanny, do I need to pay for them too
       - Can i bring a nanny in Aquaventure Waterpark?
       - Does aduaventure has Babysitting services?
-      - Is it any day care centre or some nani service available in Aquaventure park? 
+      - Is it any day care centre or some nani service available in Aquaventure park?
       - Can you avail of the Nanny services at aquaventurepark?
   - intent: aqua_13
     examples: |

data/rules.yml

@@ -173,7 +173,6 @@ rules:
     steps:
       - intent: visit_21
       - action: utter_visit_21
-
   - rule: restaurant_1
     steps:
       - intent: restaurant_1
@@ -294,7 +293,6 @@ rules:
     steps:
       - intent: restaurant_30
       - action: utter_restaurant_30
-
   - rule: dolphin_1
     steps:
       - intent: dolphin_1
@@ -347,7 +345,6 @@ rules:
     steps:
       - intent: dolphin_13
       - action: utter_dolphin_13
-
   - rule: aqua_1
     steps:
       - intent: aqua_1
@@ -412,7 +409,6 @@ rules:
     steps:
       - intent: aqua_16
       - action: utter_aqua_16
-
   - rule: kids_1
     steps:
       - intent: kids_1
@@ -505,7 +501,6 @@ rules:
     steps:
       - intent: kids_23
       - action: utter_kids_23
-
   - rule: spa_1
     steps:
       - intent: spa_1
@@ -514,7 +509,6 @@ rules:
     steps:
       - intent: spa_2
       - action: utter_spa_2
-
   - rule: pool_1
     steps:
       - intent: pool_1
@@ -527,7 +521,6 @@ rules:
     steps:
       - intent: pool_3
       - action: utter_pool_3
-
   - rule: retail_1
     steps:
       - intent: retail_1

domain.yml

@@ -6,8 +6,6 @@ version: "2.0"
 intents:
   - greet
   - goodbye
-  - affirm
-  - deny
   - booking_1
   - booking_2
   - booking_3