Changed the docker image from spacy to full + Improved quality.

Dockerfile

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

actions/actions.py

@@ -18,11 +18,11 @@ class ActionDefaultFallback(Action):
     """Executes the fallback action and goes back to the previous state
     of the dialogue"""
 
-    customer_id = "1526022105"
-    corpus_id = 40
+    customer_id = "1835841754"
+    corpus_id = 8
     header = {
         "customer-id": customer_id,
-        "x-api-key": "zqt_WvU_2atFHgqYxxT2sQswwIUgogI8K3QeWs0oqA"
+        "x-api-key": "zqt_bWy42jRbsk1Quy9kWZ7grHv_lyxwNBWEklJKRA"
     }
     con = None
 
@@ -67,8 +67,9 @@ class ActionDefaultFallback(Action):
         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(
-                "I'm sorry, I don't have any information about that.")
+                f"Scores; {last_resp['score']} and {first_resp['score']} I'm sorry, I don't have any information about that.")
         else:
             textQuery = print_responses(parsed["responseSet"][0], self.cur)
             textQuery.insert(0, "\n")
@@ -99,7 +100,7 @@ def print_responses(response_set, sqlite_cursor):
                 t = result["text"]
                 text_list.append(f"{highlight(fulltext, t)}")
             text_list.append(
-                "*" + f" > \"Jumeirah Hotels & Resorts\" reviewed on {date}" + " *")
+                "*" + f" > \"Atlantis, Dubai\" reviewed on {date}" + " *")
             text_list.append("\n")
             break
     return text_list

config.yml

@@ -3,11 +3,11 @@
 language: en
 
 pipeline:
-  - name: SpacyNLP
-    model: "en_core_web_md"
-    case_sensitive: False
-  - name: SpacyTokenizer
-  - name: SpacyFeaturizer
+  - name: HFTransformersNLP
+    model_name: "bert"
+  - name: LanguageModelTokenizer
+  - name: LanguageModelFeaturizer
+    model_name: "bert"
   - name: RegexFeaturizer
   - name: LexicalSyntacticFeaturizer
   - name: CountVectorsFeaturizer
@@ -31,8 +31,9 @@ policies:
   # # If you'd like to customize them, uncomment and adjust the policies.
   # # See https://rasa.com/docs/rasa/policies for more information.
   - name: MemoizationPolicy
+    max_history: 1
   - name: RulePolicy
   - name: TEDPolicy
     max_history: 1
-    epochs: 100
+    epochs: 200
     constrain_similarities: true

data/nlu.yml

@@ -92,62 +92,107 @@ nlu:
     examples: |
       - Can we use the resort facilities if we arrive before check-in?
       - Use fascilities without checking in?
+      - Before checking in can we use the fascilities?
+      - Can guests use the resort fascilities?
+      - Can the resort fascilities be used before check-in?
   - intent: booking_6
     examples: |
       - What's included in your Half Board Package?
-      - Fascilities in Hafl Board package?
+      - Fascilities in Half Board package?
+      - What does the Half Board package include?
+      - What does the Half Board include?
+      - What are the fascilities included in the Half Board package?
+      - Whats the difference between Half board package and other packages?
   - intent: booking_7
     examples: |
       - Do you offer All Inclusive Packages?
       - Any package with everything?
+      - Is there a package with everything included?
+      - Do you offer a package with everything included?
+      - Is there an all inclusive package?
   - intent: rooms_1
     examples: |
       - Can you smoke in the rooms at Atlantis Dubai?
       - Smoking rules in room?
+      - Can we smoke inside the room?
+      - Is smoking allowed in the rooms?
+      - Do you allow smoking inside the horel rooms?
   - intent: rooms_2
     examples: |
       - Does Atlantis Dubai cater for people with disabilities?
       - People with disabilities?
+      - For the disabled, do you provide wheelchairs?
+      - Is there special consideration for the disabled?
+      - How do you fasciliate the disabled?
   - intent: rooms_3
     examples: |
       - Are there tea and coffee making facilities in the room?
-      - Room service like teas and coffees?
+      - Is there a kettle in the room?
+      - Do you provide tea or coffee related fascilities inside the room?
+      - Do rooms have tean and coffee fascilities?
+      - Do you provide coffee maker inside the room?
   - intent: rooms_4
     examples: |
       - Do you provide an iron and board in the rooms?
       - Can we use irons in rooms?
+      - Can we iron our clothes in the room?
+      - Instead of sending clothes, can we iron them inside the room?
+      - Can we call in an iron and board from the room services?
   - intent: rooms_5
     examples: |
       - Do you provide refrigerators in the room?
       - Fridge in rooms?
+      - is there a fridge in the room?
+      - Do you provide fridge in rooms on requests or is it there by default?
+      - Do the rooms have fridge?
   - intent: rooms_6
     examples: |
       - Do you provide microwaves in the room?
       - microwaves in rooms?
+      - Is there a microwave in the rooms to heat food?
+      - How can we heat food in the room?
+      - On request, can you add in a microwave in the room?
   - intent: rooms_7
     examples: |
       - Are roll-away/sofa beds available?
       - Sofa cum bed in rooms?
+      - can we add an extra roll-away/sofa beds in the room?
+      - Do you provide a sofa cum bed in the room?
+      - Do you provide a roll away sofa in the room?
   - intent: rooms_8
     examples: |
       - Do you have international adaptors?
       - Power outlets in rooms?
+      - Do the rooms have a 110V outlet or the 220V?
+      - Do you provide international adaptors?
+      - Do you provide american charging outlets or Europian?
   - intent: rooms_9
     examples: |
       - Do you have phone chargers?
       - Do you provide charges for phones?
+      - Do you provide phone charges in the rooms?
+      - Do you provide phone charges in the room free of cost?
+      - Can i call in a phone charge from the room service?
   - intent: rooms_10
     examples: |
       - If I book an Imperial Club Room, what's included?
       - Whats included in the imperial club rooms?
+      - What's included if i book the Imperial Club Room?
+      - What do you provide extra if i book the Imperail Club Room?
+      - I want to boo the Imperial Club Room, what is included in the package?
   - intent: visit_1
     examples: |
       - Do you allow pets in Atlantis Dubai?
       - Pets are allowed?
+      - Can i bring my dog to the hotel?
+      - Are cats allowed in the hotel?
+      - Is there a no pets policy in Atlantis Dubai?
   - intent: visit_2
     examples: |
       - Is there free WiFi at Atlantis Dubai?
       - Free wifi?
+      - Do you provide free internet services in the hotel?
+      - 
   - intent: visit_3
     examples: |
       - What’s the weather in Dubai like?

domain.yml

@@ -250,9 +250,9 @@ responses:
   utter_restaurant_5:
     - text: "The Half Board Package includes breakfast and dinner daily (excluding brunches and Aquaventure restaurants). Guests have a choice of a starter, main course and dessert from the a la carte menu, with the exception of signature dishes in the following restaurants. Restaurants and supplementary charges are subject to change without notice. "
   utter_restaurant_6:
-    - text: "moking is not permitted inside the restaurants at Atlantis Dubai, however, guests are allowed to smoke at the bar at Wavehouse and in the designated areas on the restaurant terraces."
+    - text: "Smoking is not permitted inside the restaurants at Atlantis Dubai, however, guests are allowed to smoke at the bar at Wavehouse and in the designated areas on the restaurant terraces."
   utter_restaurant_7:
-    - text: "he indoor dining areas of all restaurants at Atlantis Dubai are smoke-free zones."
+    - text: "The indoor dining areas of all restaurants at Atlantis Dubai are smoke-free zones."
   utter_restaurant_8:
     - text: "For your comfort, please note the following dress codes for restaurants at Atlantis Dubai. Hakkasan, Seafire, Bread Street Kitchen and Ayamna  Smart Casual dress code, with a minimum of tailored shorts, shirts with sleeves, closed shoes or sandals. Flip flops are not allowed. UAE national dress is welcome. Kaleidoscope, Saffron, Ronda Locatelli and Plato’s Casual dress code, with a minimum of tailored shorts, shirt with sleeves and any footwear is allowed. UAE national dress is welcome. The Edge and The Shore Casual dress code, with a minimum of shorts, shirts and any footwear allowed. UAE national dress is welcome. No swimwear or towels allowed in the evening. Food outlets in The Avenues Casual dress code, with a minimum of shorts, shirts and any footwear allowed. UAE national dress is welcome. No swimwear or towels allowed. Nobu  Smart casual dress code is recommended. Gentlemen are requested to wear long trousers or smart jeans. Minimum of shirts with sleeves, closed shoes or sandals. Flip flops are not allowed. UAE national dress is welcome. Ossiano  Smart Elegant dress code is recommended. Gentlemen are requested to wear shirts with a collar, long trousers or smart jeans and closed shoes (no trainers).  UAE national dress is welcome. The same dress code applies to eligible children dining in the restaurant."
   utter_restaurant_9: