intial rasa code commit for staffing bot

README.md

+Covid-19 Chatbot develped using RASA

actions/actions.py

+from typing import Any, Text, Dict, List,Union, Optional
+from rasa_sdk.events import SlotSet
+from rasa_sdk import Action, Tracker
+from rasa_sdk.executor import CollectingDispatcher
+from rasa_sdk.forms import FormAction, Action
+from rasa_sdk.events import SlotSet
+import re
+from twilio.rest import Client
+
+account_sid = "ACc460d692e5a467c60b352714b1416140"
+auth_token = "bf2a890f36e3329b52d0516a14097623"
+client = Client(account_sid, auth_token)
+
+regex_phone = r"(\d{3}[-\.\s]??\d{3}[-\.\s]??\d{4}\d?|\(\d{3}\)\s*[-]?\d{3}[-\.\s]??\d{4}|\d{3}[-\.\s]??\d{4}|[+]?\d[-][(]?\d{3}[)]?[-]\d{3}[-]\d{4})"
+
+class ActionSendSms(Action):
+
+    def name(self) -> Text:
+        return "action_send_sms"
+
+    async def run(
+        self,
+        dispatcher: CollectingDispatcher,
+        tracker: Tracker,
+        domain: Dict[Text, Any],
+    ) -> List[Dict[Text, Any]]:
+
+        for each_event in tracker.events[::-1]:
+            if each_event['event'] == 'user':
+                #print(tracker.events[-1]['parse_data']['intent']['name'])
+                if each_event['parse_data']['intent']['name'] == "send_sms":
+                    querytext = each_event['text']
+                    intentname = "send_sms"
+                    confidence = each_event['parse_data']['intent']['confidence']
+                    print(querytext)
+                    pattern = re.compile(regex_phone)
+                    data = pattern.search(querytext)
+
+                    if data is not None:
+                        phone_no = data.group()
+                    client.messages.create(
+                                        to = phone_no,
+                                        from_= "+19169995105",
+                                        body= "Hi. This is VERA from V-Soft consulting. We may have great job opportunities based on your profile.  Are you interested ? "
+                                    )
+                    
+        
+        dispatcher.utter_template('utter_sms', tracker)
+        return []
+class Primary_information(FormAction):
+    print('in Primary_information')
+    def name(self) -> Text:
+        return "primary_information_form"
+
+    @staticmethod
+    def required_slots(tracker: Tracker) -> List[Text]:
+        intent = tracker.latest_message.get("intent", {}).get("name")
+        conf = tracker.latest_message.get("intent", {}).get("confidence")
+        print('querytext',tracker.slots["querytext"])
+        print('intent',intent)
+        print('conf',conf)
+        #if intent == "affirm" :
+        if intent != "deny" :
+            print("IN from deny")
+            #tracker.slots["querytext"] = "no"
+            return["intentname","confidence","querytext","askques", "email", "mobilenumber", "company","experience", "skills","availabletime"]
+        else:
+            print("IN from deny1")
+            tracker.slots["querytext"] = "no"
+            return["availabletime"]
+    
+    def validate_querytext(self,value:Text,dispatcher: CollectingDispatcher,tracker: Tracker,domain: Dict[Text, Any],) -> Dict[Text, Any]:
+        print("------------------------")
+        #print(tracker.events)
+        for each_event in tracker.events[::-1]:
+            print('1111111')
+            print("each_event['event']", each_event['event'])
+            if each_event['event'] == 'user':
+                print('2222')
+                print('intent name', tracker.events[-1]['parse_data']['intent']['name'])
+                if each_event['parse_data']['intent']['name'] == "affirm":
+                    print('33333')
+                    querytext = each_event['text']
+                    intentname = "affirm"
+                    confidence = each_event['parse_data']['intent']['confidence']
+                    print(querytext)
+                break
+        print('44444444')
+        return {"querytext":querytext,"intentname":intentname,"confidence":confidence}
+    
+    def slot_mappings(self) -> Dict[Text, Union[Dict, List[Dict]]]:
+        return {
+            "askques": self.from_text(),
+            "email": self.from_text(),
+            "mobilenumber": self.from_text(),
+            "company": self.from_text(),
+            "experience": self.from_text(),
+            "skills": self.from_text(),
+            "availabletime": self.from_text()
+        }
+
+    def submit(
+        self,
+        dispatcher: CollectingDispatcher,
+        tracker: Tracker,
+        domain: Dict[Text, Any]) ->List[Dict]:
+        if tracker.get_slot("querytext") != "no":
+            return []
+        else:
+            dispatcher.utter_template('utter_slots_datetime', tracker)
+            return []
+
+
+class ResetSlot(Action):
+    def name(self):
+        return "action_reset"
+
+    def run(self, dispatcher, tracker, domain):
+        return [SlotSet("email", None), SlotSet("querytext","empty"),SlotSet("intentname","empty"),SlotSet("confidence",None),SlotSet("mobilenumber",None),SlotSet("experience",None), SlotSet("skills",None), SlotSet("askques",None),SlotSet("availabletime",None)]
+        #SlotSet("copeup","empty"),SlotSet("sources","empty"), SlotSet("concern","empty"),SlotSet("pressingconcerns","empty"),SlotSet("items","empty"),SlotSet("purchase","empty"),SlotSet("fmembers","empty"),SlotSet("socialmedia","empty"),SlotSet("assistance","empty"),SlotSet("mobilenumber","empty"),
+        

config.yml

+# Configuration for Rasa NLU.
+# https://rasa.com/docs/rasa/nlu/components/
+language: en
+pipeline:
+  - name: "WhitespaceTokenizer"
+  - name: "CountVectorsFeaturizer"
+  - name: "EmbeddingIntentClassifier"
+    case_sensitive: false
+    epochs: 400
+  - name: "CRFEntityExtractor"
+    case_sensitive: false
+  
+
+# Configuration for Rasa Core.
+# https://rasa.com/docs/rasa/core/policies/
+policies:
+  - name: MemoizationPolicy
+  - name: KerasPolicy
+    batch_size : 100
+    epochs : 300
+    validation_split : 0.2
+  - name: MappingPolicy
+  - name: EmbeddingPolicy
+  - name: FormPolicy
+  - name: "FallbackPolicy"
+    nlu_threshold: 0.3
+    core_threshold: 0.3
+    fallback_action_name: "action_default_fallback"
+  

credentials.yml

+# This file contains the credentials for the voice & chat platforms
+# which your bot is using.
+# https://rasa.com/docs/rasa/user-guide/messaging-and-voice-channels/
+
+rest:
+#  # you don't need to provide anything here - this channel doesn't
+#  # require any credentials
+
+
+#facebook:
+#  verify: "<verify>"
+#  secret: "<your secret>"
+#  page-access-token: "<your page access token>"
+
+#slack:
+#  slack_token: "<your slack token>"
+#  slack_channel: "<the slack channel>"
+
+socketio:
+  user_message_evt: user_uttered
+  bot_message_evt: bot_uttered
+  session_persistence: true
+
+#mattermost:
+#  url: "https://<mattermost instance>/api/v4"
+#  team: "<mattermost team>"
+#  user: "<bot username>"
+#  pw: "<bot token>"
+#  webhook_url: "<callback URL>"
+
+rasa:
+  url: "http://0.0.0.0:5002/api"
+
+twilio:
+  account_sid: "ACc460d692e5a467c60b352714b1416140"
+  auth_token: "bf2a890f36e3329b52d0516a14097623"
+  twilio_number: "+19169995105"

data/nlu.md

+## intent:affirm
+- correct
+- ye
+- uh yes
+- let's do it
+- yeah
+- uh yes
+- um yes
+- yes knocking
+- that's correct
+- yes yes
+- right
+- yea
+- yes
+- yes right
+- yes and i dont care
+- right on
+- i love that
+- sure
+- yes, please go ahead
+## intent:deny
+- no
+- no need
+- no thanks
+- no thank you
+- uh no
+- breath no
+- i don't want it
+- no, thank you
+
+
+
+## intent:send_sms
+- send 19169995105
+- send sms 19169995105
+- send sms to  19169995105
+- 19169995105 send sms
+- sms for 19169995105
+- 19169995105
+- sms sms 19169995105
+- sms 19169995105
+- send 19169995105 sms
+- 19169995105 sms
+- sms to 19169995105
+
+
+
+## intent:primary_information
+- primary info
+- primary infomation
+- primary infomation details
+- grab some information on primary infomation
+- about primary infomation
+- primary infomation gathering
+- information related to primary 
+- get the details of primary info
+- informaiton related to primary 
+- primary infomation for me
+- information on primary infomation
+- details of primary infomation
+
+
+
+## intent:stop
+- please stop it
+- discard
+- discard that please
+- just stop it
+- cancel it
+- quit now
+- exit immediately
+- not helped just stop
+- why don't you stop
+- cancel
+- exit
+- quit
+- halt
+- abort
+- stop
+
+
+
+## intent:welcome
+- welcome
+- welcome to Vera
+- help
+- help me
+- how can you help me
+- can you please help me
+- please help
+- can you help me to proceed further
+- help please
+- welcome screen
+- start welcome
+- welcome help
+- welcome buttons
+- welcome screen
+- help screen
+- help to move further
+- help please
+
+## intent:greet
+- good evening
+- hello
+- hi
+- hai
+- hey there
+- hey
+- good morning
+- hey hello
+- hi hi
+- hi vera
+- hello vera
+- hey, hi how are you
+- hello hi
+- hi hello
+- good morning, hi
+- good evening, hello
+- good afternoon, hi
+
+## intent:goodbye
+- see you around
+- bye
+- goodbye
+- see you later
+- thank you
+- thankyou
+- thanks
+- thank you very much
+- thanks a lot
+- thanks for your information
+- bye bye
+- good bye
+- see you later, bye
+- thanks, bye
+- thanks a lot, bye
+- thank you bye
+- bye
+- bye
+- thanks alot, bye
+- see you later, bye
+- bye
+- thanks for infomation, bye

data/stories.md

+## say primary_information
+* affirm
+    - primary_information_form
+    - form{"name": "primary_information_form"}
+    - form{"name": null} 
+    - utter_slots_primary_information
+    - action_reset
+> check_primary_information
+
+## say primary_information1
+> check_primary_information
+* affirm
+    - primary_information_form
+    - form{"name": "primary_information_form"}
+    - form{"name": null} 
+    - utter_slots_primary_information
+    - action_reset
+
+
+## say stop
+* stop
+ - utter_stop
+> check_stop
+
+## say stop1
+> check_stop
+* stop
+ - utter_stop
+
+ 
+
+
+## happy greet
+* greet
+  - utter_greet
+> check_greet
+
+## happy greet1
+> check_greet
+* greet
+  - utter_greet
+  
+## happy wecome
+* welcome
+  - utter_welcome
+> check_welcome
+
+## happy welcome1
+> check_welcome
+* welcome
+  - utter_welcome
+
+## say goodbye
+* goodbye
+  - utter_goodbye
+> check_goodbye
+
+## say goodbye1
+> check_goodbye
+* goodbye
+  - utter_goodbye
+
+
+## story of greet and bye
+* greet
+    - utter_greet
+* greet
+    - utter_greet
+* greet
+    - utter_greet
+* greet
+    - utter_greet
+* greet
+    - utter_greet
+* greet
+    - utter_greet
+* greet
+    - utter_greet
+* greet
+    - utter_greet
+* greet
+    - utter_greet
+* greet
+    - utter_greet
+* greet
+    - utter_greet
+* greet
+    - utter_greet
+* goodbye
+    - utter_goodbye
+* goodbye
+    - utter_goodbye
+* goodbye
+    - utter_goodbye
+* goodbye
+    - utter_goodbye
+* goodbye
+    - utter_goodbye
+* goodbye
+    - utter_goodbye
+* goodbye
+    - utter_goodbye
+* goodbye
+    - utter_goodbye
+* goodbye
+    - utter_goodbye
+* goodbye
+    - utter_goodbye
+* goodbye
+    - utter_goodbye
+* goodbye
+    - utter_goodbye

docker-compose.yml

+version: '3.0'
+services:
+  rasa_test:
+    image: eswar/rasa:latest
+    #image: rasa/151:latest
+    #image: eswar/rasa1:latest
+    networks: ['rasa-network_test']
+    ports:
+      - "12921:5005"
+    depends_on:
+      - action_server_test
+    volumes:
+      - "./:/app"
+    command:
+      - run
+      - --cors
+      - "*"
+      - --debug
+      - --log-file
+      - logger.log
+  action_server_test:
+    image: twilio/sms:latest
+    #image: dateutil/rasa:latest
+    #image: rasa/rasa-sdk:1.6.0
+    #image: rasa/rasa-sdk:latest
+    #image: eswar/rasa:latest
+    #image: rasa/sdk:latest
+    #image: eswar/rasa1:latest
+    networks: ['rasa-network_test']
+    ports:
+      - "5055:5055"
+    volumes:
+      - "./actions:/app/actions"
+
+  
+
+networks: {rasa-network_test: {}}

dockeractions/Dockerfile

+FROM rasa/rasa-sdk:1.6.0
+
+# To install packages from PyPI
+#RUN pip install --no-cache-dir calendar #<A_REQUIRED_PACKAGE_ON_PYPI>
+RUN pip install --no-cache-dir twilio
+

domain.yml

+actions:
+- action_send_sms
+- utter_ask_mobilenumber
+- utter_ask_email
+- utter_ask_experience
+- utter_ask_skills
+- utter_slots_primary_information
+- utter_stop
+- action_reset
+- utter_goodbye
+- utter_greet
+- utter_welcome
+- utter_deny
+- utter_ask_company
+- utter_ask_askques
+- utter_ask_availabletime
+- utter_slots_datetime
+
+entities:
+- askques
+- availabletime
+- confidence
+- intentname
+- querytext
+- email
+- mobilenumber
+- experience
+- skills
+- company
+
+forms:
+- primary_information_form
+
+intents:
+- affirm
+- deny:
+    triggers: utter_deny
+- send_sms:
+    triggers: action_send_sms
+- primary_information:
+    use_entities: []
+- welcome
+- goodbye
+- greet
+- stop
+
+slots:
+  
+  askques:
+    type: unfeaturized
+  
+  email:
+    type: unfeaturized
+
+  mobilenumber:
+    type: unfeaturized
+
+  company:
+    type: unfeaturized
+
+  experience:
+    type: unfeaturized
+
+  skills:
+    type: unfeaturized
+
+  availabletime:
+    type: unfeaturized
+
+  confidence:
+    initial_value: empty
+    type: unfeaturized
+  
+  intentname:
+    initial_value: empty
+    type: unfeaturized
+  
+  querytext:
+    initial_value: empty
+    type: unfeaturized
+  
+  requested_slot:
+    type: unfeaturized
+  
+templates:
+  utter_slots_datetime:
+  - custom:
+      availabletime: '{availabletime}'
+      response: "Thank you"
+
+  utter_ask_askques:
+  - custom:
+      text: "To see how we can help you most, we would like to ask you few questions about your career. Is it ok? reply with yes/no"
+  utter_ask_availabletime:
+  - custom:
+      text: "could you please let us know a time and date so one of our recruiters can give you a call?"
+  utter_deny:
+  - custom:
+        text: "0"
+        response: "Thankyou. It looks like you are not interested in job opportunity now but we will save your resume and contact you if your resume matches a different job postings."
+
+
+  utter_sms:
+  - custom:
+      text: "send sms successfully"
+  
+  utter_ask_company:
+  - custom:
+       text: "what is the curent company you are working for ?"
+  utter_ask_mobilenumber:
+  - custom:
+        text: "Can you please update your mobile number ?"
+
+  utter_ask_email:   
+  - custom:
+       text: "Can you please update your email address ?"
+
+  utter_ask_experience:
+  - custom:
+       text: "What is your current job title ? " 
+
+  utter_ask_skills:
+  - custom: 
+      text: "Can you provide your primary skills ?"
+        
+  utter_slots_primary_information:
+  - custom:
+        email: '{email}'
+        mobilenumber: '{mobilenumber}'
+        company: '{company}'
+        experience: '{experience}'
+        skills: '{skills}'
+        response: "Thank you."
+        text: "1"
+        availabletime: '{availabletime}'
+  utter_stop:
+  - custom:
+       text: "STOP"
+
+  utter_default:
+  - custom:
+      text: "Sorry. I didn't get. Can you please rephrase it."
+  utter_goodbye:
+  - custom:
+       text: "Bye"
+  utter_greet:
+  - custom:
+       text: "Hi, I am VERA  virtual Assistant"
+  
+
+  utter_welcome:
+  - custom:
+      text: "Hi, I am VERA  virtual Assistant"
+  
+

endpoints.yml

+# This file contains the different endpoints your bot can use.
+
+# Server where the models are pulled from.
+# https://rasa.com/docs/rasa/user-guide/running-the-server/#fetching-models-from-a-server/
+
+#models:
+#  url: http://my-server.com/models/default_core@latest
+#  wait_time_between_pulls:  10   # [optional](default: 100)
+
+# Server which runs your custom actions.
+# https://rasa.com/docs/rasa/core/actions/#custom-actions/
+
+action_endpoint:
+  #url: "http://action_server_test:5055/webhook"
+
+  url: "http://localhost:5055/webhook"
+
+# Tracker store which is used to store the conversations.
+# By default the conversations are stored in memory.
+# https://rasa.com/docs/rasa/api/tracker-stores/
+
+#tracker_store:
+#    type: redis
+#    url: <host of the redis instance, e.g. localhost>
+#    port: <port of your redis instance, usually 6379>
+#    db: <number of your database within redis, e.g. 0>
+#    password: <password used for authentication>
+#    use_ssl: <whether or not the communication is encrypted, default false>
+
+#tracker_store:
+#    type: mongod
+#    url: <url to your mongo instance, e.g. mongodb://localhost:27017>
+#    db: <name of the db within your mongo instance, e.g. rasa>
+#    username: <username used for authentication>
+#    password: <password used for authentication>
+
+# Event broker which all conversation events should be streamed to.
+# https://rasa.com/docs/rasa/api/event-brokers/
+
+#event_broker:
+#  url: localhost
+#  username: username
+#  password: password
+#  queue: queue

git_commands

+ git init
+ 1400  git remote add origin https://gitlab.vsoftconsulting.com/ml_workspace/vera.git
+ 1401  git fetch --all
+ 1402  ls
+ 1403  git branch
+ 1404  git checkout rasa_test
+ 1405  git branch
+ 1406  git pull
+git reset --hard
+
+

index.html

+<!DOCTYPE html>
+<html>
+<head>
+<title>chat widget</title>
+</head>
+<body>
+	<div id="webchat"/>
+	<script src="https://storage.googleapis.com/mrbot-cdn/webchat-latest.js"></script>
+	<script>
+	  WebChat.default.init({
+	    selector: "#webchat",
+	    customData: {"userId": "123"},
+	    socketUrl: "http://localhost:5005",
+	    socketPath: "/socket.io/",
+	    title: "VERA",
+	    inputTextFieldHint: "Type a message...",
+	    connectingText: "Waiting for server...",
+	    hideWhenNotConnected: true,
+	    fullScreenMode: true,
+	    showFullScreenButton: true,
+	    profileAvatar: "profile.jpeg",
+	    openLauncherImage: 'myCustomOpenImage.png',
+	    closeLauncherImage: 'myCustomCloseImage.png',
+	    displayUnreadCount: true, // --> [view](./assets/unread_count_pastille.png)
+	    showMessageDate: true,
+	    tooltipPayload: '/get_tooltip',
+	    tooltipDelay: 1000,
+	    customMessageDelay: (message) => {
+	      if (message.length > 100) return 2000;
+	      return 1000;
+	    },
+	    params: {
+	      images: {
+		dims: {
+		  width: 300,
+		  height: 200,
+		}
+	      },
+	      storage: "local"
+	    },
+	  })
+	</script>
+</body>
+</html>

story_graph.dot

+digraph  {
+0 [class="start active", fillcolor=green, fontsize=12, label=START, style=filled];
+"-1" [class=end, fillcolor=red, fontsize=12, label=END, style=filled];
+1 [class=active, fontsize=12, label=primary_information_form];
+2 [class=active, fontsize=12, label=utter_slots_primary_information];
+3 [class=active, fontsize=12, label=action_reset];
+7 [class="", fontsize=12, label=utter_stop];
+"-3" [class=ellipsis, label="..."];
+8 [class="", fontsize=12, label=utter_greet];
+9 [class="", fontsize=12, label=utter_welcome];
+"-5" [class=ellipsis, label="..."];
+10 [class="", fontsize=12, label=utter_goodbye];
+"-6" [class=ellipsis, label="..."];
+"-7" [class=ellipsis, label="..."];
+21 [class=active, fontsize=12, label=action_default_fallback];
+22 [class="intent dashed active", label="  ?  ", shape=rect];
+23 [class="intent active", fillcolor=lightblue, label=yes, shape=rect, style=filled];
+24 [class=intent, fillcolor=lightblue, label="/stop", shape=rect, style=filled];
+25 [class=intent, fillcolor=lightblue, label="/greet", shape=rect, style=filled];
+26 [class=intent, fillcolor=lightblue, label="/welcome", shape=rect, style=filled];
+27 [class=intent, fillcolor=lightblue, label="/goodbye", shape=rect, style=filled];
+28 [class="intent active", fillcolor=lightblue, label=yes, shape=rect, style=filled];
+29 [class="intent active", fillcolor=lightblue, label="sai@gmail.com", shape=rect, style=filled];
+0 -> 23  [class=active, key=0];
+0 -> 24  [class="", key=0];
+0 -> 25  [class="", key=0];
+0 -> 26  [class="", key=0];
+0 -> 27  [class="", key=0];
+1 -> 2  [class=active, key=NONE, label=""];
+2 -> 3  [class=active, key=NONE, label=""];
+3 -> "-1"  [class="", key=NONE, label=""];
+3 -> 28  [class=active, key=0];
+3 -> 29  [class=active, key=0];
+7 -> "-3"  [class="", key=NONE, label=""];
+8 -> "-7"  [class="", key=NONE, label=""];
+9 -> "-5"  [class="", key=NONE, label=""];
+10 -> "-6"  [class="", key=NONE, label=""];
+21 -> 22  [class=active, key=NONE, label=""];
+23 -> 1  [class=active, key=0];
+24 -> 7  [class="", key=0];
+25 -> 8  [class="", key=0];
+26 -> 9  [class="", key=0];
+27 -> 10  [class="", key=0];
+28 -> 1  [class=active, key=0];
+29 -> 21  [class=active, key=0];
+}