Added conversation_manager endpoint for programmatic message control

app.py

@@ -12,6 +12,7 @@ from mathtext.text2int import text2int
 from pydantic import BaseModel
 
 from mathtext_fastapi.nlu import prepare_message_data_for_logging
+from mathtext_fastapi.conversation_manager import *
 
 app = FastAPI()
 
@@ -49,6 +50,16 @@ def text2int_ep(content: Text = None):
     return JSONResponse(content=content)
 
 
+@app.post("/manager")
+async def programmatic_message_manager(request: Request):
+    print(request)
+
+    data_dict = await request.json()
+    message_data = data_dict.get('message_data', '')
+
+    context = generate_message(message_data)
+    return JSONResponse(context)
+
 @app.post("/nlu")
 async def evaluate_user_message_with_nlu_api(request: Request):
     """ Calls NLU APIs on the most recent user message from Turn.io message data and logs the message data

mathtext_fastapi/conversation_manager.py

@@ -0,0 +1,84 @@
+import os
+import json
+import requests
+
+from dotenv import load_dotenv
+
+load_dotenv()
+
+# os.environ.get('SUPABASE_URL')
+
+def parse_data(data):
+    data_bytes = requests.body
+    data_decoded = data_bytes.decode()
+    data_json = json.loads(data_decoded)
+    return data_json
+
+def generate_message(data_json):
+    """ pending
+
+    REQUIREMENTS
+    - implement logging of message
+    - have a very simple activity which allows for different dialogue
+      * add - Add the numbers, 1+1, 2+2
+      * subtract - Subtract the numbers, 1-1, 2-2
+      * menu - Choose one
+    - send message data to retrieve dialogue state
+    - retrieve response and build message object
+    - send message object
+
+    Need to make util functions that apply to both /nlu and /conversation_manager
+    """
+
+    # Intent Labelling #######################
+    # Call to Wit.ai for intent recognition
+
+    # message = data_json['messages'][0]['text']['body']
+    # formatted_message = message.replace(' ', '%20')
+
+    # Send a custom message with buttons
+    headers = {
+        'Authorization': f"Bearer {os.environ.get('TURN_AUTHENTICATION_TOKEN')}",
+        'Content-Type': 'application/json'
+    }
+    data = {
+        "to": data_json['message']['_vnd']['v1']['chat']['owner'],
+        # "to": "alan",
+        "type": "interactive",
+        "interactive": {
+            "type": "button",
+            # "header": { },
+            "body": {
+                "text": "Did I answer your question?"
+            },
+            # "footer": { },
+            "action": {
+                "buttons": [
+                    {
+                        "type": "reply",
+                        "reply": {
+                            "id": "inquiry-yes",
+                            "title": "Yes" 
+                        }
+                    },
+                    {
+                        "type": "reply",
+                        "reply": {
+                            "id": "inquiry-no",
+                            "title": "No" 
+                        }
+                    }
+                ]
+            }
+        }
+    }
+
+    print("DATA=====================")
+    print(data)
+    print("=========================")
+
+    # r = requests.post(f'https://whatsapp.turn.io/v1/messages', data=json.dumps(data), headers=headers)
+
+    context = {"content":{"user":"Alan", "state": "received-and-replied-state"}}
+
+    return context

scripts/make_request.py

@@ -1,133 +1,144 @@
 import requests
 
-request = requests.post(url=
-                        'https://tangibleai-mathtext-fastapi.hf.space/sentiment-analysis',
-                        json={"content": "I reject it"}).json()
-
-print(request)
-
-request = requests.post(url=
-                        'https://tangibleai-mathtext-fastapi.hf.space/text2int',
-                        json={"content": "seven thousand nine hundred fifty seven"}
-                        ).json()
-
-print(request)
-
-
-# json = {
-#     'message': {
-#         '_vnd': {
-#             'v1': {
-#                 'author': {
-#                     'id': 57787919091,
-#                     'name': 'GT',
-#                     'type': 'OWNER'
-#                 },
-#                 'card_uuid': None,
-#                 'chat': {
-#                     'assigned_to': {
-#                         'id': 'jhk151kl-hj42-3752-3hjk-h4jk6hjkk2',
-#                         'name': 'Greg Thompson',
-#                         'type': 'OPERATOR'
-#                     },
-#                     'contact_uuid': 'j43hk26-2hjl-43jk-hnk2-k4ljl46j0ds09',
-#                     'inserted_at': '2022-07-05T04:00:34.033522Z',
-#                     'owner': '+57787919091',
-#                     'permalink': 'https://app.turn.io/c/4kl209sd0-a7b8-2hj3-8563-3hu4a89b32',
-#                     'state': 'OPEN',
-#                     'state_reason': 'Re-opened by inbound message.',
-#                     'unread_count': 19,
-#                     'updated_at': '2023-01-10T02:37:28.487319Z',
-#                     'uuid': '4kl209sd0-a7b8-2hj3-8563-3hu4a89b32'
-#                 },
-#                 'direction': 'inbound',
-#                 'faq_uuid': None,
-#                 'in_reply_to': None,
-#                 'inserted_at': '2023-01-10T02:37:28.477940Z',
-#                 'labels': [{
-#                     'confidence': 0.506479332,
-#                     'metadata': {
-#                         'nlu': {
-#                             'confidence': 0.506479332,
-#                             'intent': 'question',
-#                             'model_name': 'nlu-general-spacy-ngrams-20191014'
-#                         }
-#                     },
-#                     'uuid': 'ha7890s2k-hjk2-2476-s8d9-fh9779a8a9ds',
-#                     'value': 'Unclassified'
-#                 }],
-#                 'last_status': None,
-#                 'last_status_timestamp': None,
-#                 'on_fallback_channel': False,
-#                 'rendered_content': None,
-#                 'uuid': 's8df79zhws-h89s-hj23-7s8d-thb248d9bh2qn'
-#             }
-#         },
-#         'from': 57787919091,
-#         'id': 'hsjkthzZGehkzs09sijWA3',
-#         'text': {'body': 'eight'},
-#         'timestamp': 1673318248,
-#         'type': 'text'
-#     },
-#     'type': 'message'
-# }
-
-json = b'{"message_data": {"message":{"_vnd":{"v1":{"author":{"id":57787919091,"name":"GT","type":"OWNER"},"card_uuid":null,"chat":{"assigned_to":{"id":"jhk151kl-hj42-3752-3hjk-h4jk6hjkk2","name":"Greg Thompson","type":"OPERATOR"},"contact_uuid":"j43hk26-2hjl-43jk-hnk2-k4ljl46j0ds09","inserted_at":"2022-07-05T04:00:34.033522Z","owner":"+57787919091","permalink":"https://app.turn.io/c/4kl209sd0-a7b8-2hj3-8563-3hu4a89b32","state":"OPEN","state_reason":"Re-opened by inbound message.","unread_count":14,"updated_at":"2023-01-10T02:37:28.487319Z","uuid":"4kl209sd0-a7b8-2hj3-8563-3hu4a89b32"},"direction":"inbound","faq_uuid":null,"in_reply_to":null,"inserted_at":"2023-01-10T02:37:28.477940Z","labels":[{"confidence":0.506479332,"metadata":{"nlu":{"confidence":0.506479332,"intent":"question","model_name":"nlu-general-spacy-ngrams-20191014"}},"uuid":"ha7890s2k-hjk2-2476-s8d9-fh9779a8a9ds","value":"Unclassified"}],"last_status":null,"last_status_timestamp":null,"on_fallback_channel":false,"rendered_content":null,"uuid":"s8df79zhws-h89s-hj23-7s8d-thb248d9bh2qn"}},"from":57787919091,"id":"hsjkthzZGehkzs09sijWA3","text":{"body":"eight"},"timestamp":1673318248,"type":"text"},"type":"message"}}\n'
-
-# eight > 8
-request = requests.post(url=
-                        'http://localhost:7860/nlu',
-                        data=json
-                        ).json()
-print(request)
+# request = requests.post(url=
+#                         'https://tangibleai-mathtext-fastapi.hf.space/sentiment-analysis',
+#                         json={"content": "I reject it"}).json()
+
+# print(request)
+
+# request = requests.post(url=
+#                         'https://tangibleai-mathtext-fastapi.hf.space/text2int',
+#                         json={"content": "seven thousand nine hundred fifty seven"}
+#                         ).json()
+
+# print(request)
+
+
+# # json = {
+# #     'message': {
+# #         '_vnd': {
+# #             'v1': {
+# #                 'author': {
+# #                     'id': 57787919091,
+# #                     'name': 'GT',
+# #                     'type': 'OWNER'
+# #                 },
+# #                 'card_uuid': None,
+# #                 'chat': {
+# #                     'assigned_to': {
+# #                         'id': 'jhk151kl-hj42-3752-3hjk-h4jk6hjkk2',
+# #                         'name': 'Greg Thompson',
+# #                         'type': 'OPERATOR'
+# #                     },
+# #                     'contact_uuid': 'j43hk26-2hjl-43jk-hnk2-k4ljl46j0ds09',
+# #                     'inserted_at': '2022-07-05T04:00:34.033522Z',
+# #                     'owner': '+57787919091',
+# #                     'permalink': 'https://app.turn.io/c/4kl209sd0-a7b8-2hj3-8563-3hu4a89b32',
+# #                     'state': 'OPEN',
+# #                     'state_reason': 'Re-opened by inbound message.',
+# #                     'unread_count': 19,
+# #                     'updated_at': '2023-01-10T02:37:28.487319Z',
+# #                     'uuid': '4kl209sd0-a7b8-2hj3-8563-3hu4a89b32'
+# #                 },
+# #                 'direction': 'inbound',
+# #                 'faq_uuid': None,
+# #                 'in_reply_to': None,
+# #                 'inserted_at': '2023-01-10T02:37:28.477940Z',
+# #                 'labels': [{
+# #                     'confidence': 0.506479332,
+# #                     'metadata': {
+# #                         'nlu': {
+# #                             'confidence': 0.506479332,
+# #                             'intent': 'question',
+# #                             'model_name': 'nlu-general-spacy-ngrams-20191014'
+# #                         }
+# #                     },
+# #                     'uuid': 'ha7890s2k-hjk2-2476-s8d9-fh9779a8a9ds',
+# #                     'value': 'Unclassified'
+# #                 }],
+# #                 'last_status': None,
+# #                 'last_status_timestamp': None,
+# #                 'on_fallback_channel': False,
+# #                 'rendered_content': None,
+# #                 'uuid': 's8df79zhws-h89s-hj23-7s8d-thb248d9bh2qn'
+# #             }
+# #         },
+# #         'from': 57787919091,
+# #         'id': 'hsjkthzZGehkzs09sijWA3',
+# #         'text': {'body': 'eight'},
+# #         'timestamp': 1673318248,
+# #         'type': 'text'
+# #     },
+# #     'type': 'message'
+# # }
+
+# json = b'{"message_data": {"message":{"_vnd":{"v1":{"author":{"id":57787919091,"name":"GT","type":"OWNER"},"card_uuid":null,"chat":{"assigned_to":{"id":"jhk151kl-hj42-3752-3hjk-h4jk6hjkk2","name":"Greg Thompson","type":"OPERATOR"},"contact_uuid":"j43hk26-2hjl-43jk-hnk2-k4ljl46j0ds09","inserted_at":"2022-07-05T04:00:34.033522Z","owner":"+57787919091","permalink":"https://app.turn.io/c/4kl209sd0-a7b8-2hj3-8563-3hu4a89b32","state":"OPEN","state_reason":"Re-opened by inbound message.","unread_count":14,"updated_at":"2023-01-10T02:37:28.487319Z","uuid":"4kl209sd0-a7b8-2hj3-8563-3hu4a89b32"},"direction":"inbound","faq_uuid":null,"in_reply_to":null,"inserted_at":"2023-01-10T02:37:28.477940Z","labels":[{"confidence":0.506479332,"metadata":{"nlu":{"confidence":0.506479332,"intent":"question","model_name":"nlu-general-spacy-ngrams-20191014"}},"uuid":"ha7890s2k-hjk2-2476-s8d9-fh9779a8a9ds","value":"Unclassified"}],"last_status":null,"last_status_timestamp":null,"on_fallback_channel":false,"rendered_content":null,"uuid":"s8df79zhws-h89s-hj23-7s8d-thb248d9bh2qn"}},"from":57787919091,"id":"hsjkthzZGehkzs09sijWA3","text":{"body":"eight"},"timestamp":1673318248,"type":"text"},"type":"message"}}\n'
+
+# # eight > 8
+# request = requests.post(url=
+#                         'http://localhost:7860/nlu',
+#                         data=json
+#                         ).json()
+# print(request)
+
+# json2 = b'{"message_data": {"message":{"_vnd":{"v1":{"author":{"id":57787919091,"name":"GT","type":"OWNER"},"card_uuid":null,"chat":{"assigned_to":{"id":"jhk151kl-hj42-3752-3hjk-h4jk6hjkk2","name":"Greg Thompson","type":"OPERATOR"},"contact_uuid":"j43hk26-2hjl-43jk-hnk2-k4ljl46j0ds09","inserted_at":"2022-07-05T04:00:34.033522Z","owner":"+57787919091","permalink":"https://app.turn.io/c/4kl209sd0-a7b8-2hj3-8563-3hu4a89b32","state":"OPEN","state_reason":"Re-opened by inbound message.","unread_count":14,"updated_at":"2023-01-10T02:37:28.487319Z","uuid":"4kl209sd0-a7b8-2hj3-8563-3hu4a89b32"},"direction":"inbound","faq_uuid":null,"in_reply_to":null,"inserted_at":"2023-01-10T02:37:28.477940Z","labels":[{"confidence":0.506479332,"metadata":{"nlu":{"confidence":0.506479332,"intent":"question","model_name":"nlu-general-spacy-ngrams-20191014"}},"uuid":"ha7890s2k-hjk2-2476-s8d9-fh9779a8a9ds","value":"Unclassified"}],"last_status":null,"last_status_timestamp":null,"on_fallback_channel":false,"rendered_content":null,"uuid":"s8df79zhws-h89s-hj23-7s8d-thb248d9bh2qn"}},"from":57787919091,"id":"hsjkthzZGehkzs09sijWA3","text":{"body":"eight, nine, ten"},"timestamp":1673318248,"type":"text"},"type":"message"}}\n'
+
+# # "eight, nine, ten" > 8,9,10
+# request = requests.post(url=
+#                         'http://localhost:7860/nlu',
+#                         data=json2
+#                         ).json()
+
+# print(request)
+
+
+# json = b'{"message_data": {"message":{"_vnd":{"v1":{"author":{"id":57787919091,"name":"GT","type":"OWNER"},"card_uuid":null,"chat":{"assigned_to":{"id":"jhk151kl-hj42-3752-3hjk-h4jk6hjkk2","name":"Greg Thompson","type":"OPERATOR"},"contact_uuid":"j43hk26-2hjl-43jk-hnk2-k4ljl46j0ds09","inserted_at":"2022-07-05T04:00:34.033522Z","owner":"+57787919091","permalink":"https://app.turn.io/c/4kl209sd0-a7b8-2hj3-8563-3hu4a89b32","state":"OPEN","state_reason":"Re-opened by inbound message.","unread_count":14,"updated_at":"2023-01-10T02:37:28.487319Z","uuid":"4kl209sd0-a7b8-2hj3-8563-3hu4a89b32"},"direction":"inbound","faq_uuid":null,"in_reply_to":null,"inserted_at":"2023-01-10T02:37:28.477940Z","labels":[{"confidence":0.506479332,"metadata":{"nlu":{"confidence":0.506479332,"intent":"question","model_name":"nlu-general-spacy-ngrams-20191014"}},"uuid":"ha7890s2k-hjk2-2476-s8d9-fh9779a8a9ds","value":"Unclassified"}],"last_status":null,"last_status_timestamp":null,"on_fallback_channel":false,"rendered_content":null,"uuid":"s8df79zhws-h89s-hj23-7s8d-thb248d9bh2qn"}},"from":57787919091,"id":"hsjkthzZGehkzs09sijWA3","text":{"body":8},"timestamp":1673318248,"type":"text"},"type":"message"}}\n'
+
+# # 8 > 8
+# request = requests.post(url=
+#                         'http://localhost:7860/nlu',
+#                         data=json
+#                         ).json()
+
+# print(request)
+
+# json = b'{"message_data": {"message":{"_vnd":{"v1":{"author":{"id":57787919091,"name":"GT","type":"OWNER"},"card_uuid":null,"chat":{"assigned_to":{"id":"jhk151kl-hj42-3752-3hjk-h4jk6hjkk2","name":"Greg Thompson","type":"OPERATOR"},"contact_uuid":"j43hk26-2hjl-43jk-hnk2-k4ljl46j0ds09","inserted_at":"2022-07-05T04:00:34.033522Z","owner":"+57787919091","permalink":"https://app.turn.io/c/4kl209sd0-a7b8-2hj3-8563-3hu4a89b32","state":"OPEN","state_reason":"Re-opened by inbound message.","unread_count":14,"updated_at":"2023-01-10T02:37:28.487319Z","uuid":"4kl209sd0-a7b8-2hj3-8563-3hu4a89b32"},"direction":"inbound","faq_uuid":null,"in_reply_to":null,"inserted_at":"2023-01-10T02:37:28.477940Z","labels":[{"confidence":0.506479332,"metadata":{"nlu":{"confidence":0.506479332,"intent":"question","model_name":"nlu-general-spacy-ngrams-20191014"}},"uuid":"ha7890s2k-hjk2-2476-s8d9-fh9779a8a9ds","value":"Unclassified"}],"last_status":null,"last_status_timestamp":null,"on_fallback_channel":false,"rendered_content":null,"uuid":"s8df79zhws-h89s-hj23-7s8d-thb248d9bh2qn"}},"from":57787919091,"id":"hsjkthzZGehkzs09sijWA3","text":{"body":"8, 9, 10"},"timestamp":1673318248,"type":"text"},"type":"message"}}\n'
+
+# # "8, 9, 10" > "8,9,10"
+# request = requests.post(url=
+#                         'http://localhost:7860/nlu',
+#                         data=json
+#                         ).json()
+
+# print(request)
+
+# json = b'{"message_data": {"message":{"_vnd":{"v1":{"author":{"id":57787919091,"name":"GT","type":"OWNER"},"card_uuid":null,"chat":{"assigned_to":{"id":"jhk151kl-hj42-3752-3hjk-h4jk6hjkk2","name":"Greg Thompson","type":"OPERATOR"},"contact_uuid":"j43hk26-2hjl-43jk-hnk2-k4ljl46j0ds09","inserted_at":"2022-07-05T04:00:34.033522Z","owner":"+57787919091","permalink":"https://app.turn.io/c/4kl209sd0-a7b8-2hj3-8563-3hu4a89b32","state":"OPEN","state_reason":"Re-opened by inbound message.","unread_count":14,"updated_at":"2023-01-10T02:37:28.487319Z","uuid":"4kl209sd0-a7b8-2hj3-8563-3hu4a89b32"},"direction":"inbound","faq_uuid":null,"in_reply_to":null,"inserted_at":"2023-01-10T02:37:28.477940Z","labels":[{"confidence":0.506479332,"metadata":{"nlu":{"confidence":0.506479332,"intent":"question","model_name":"nlu-general-spacy-ngrams-20191014"}},"uuid":"ha7890s2k-hjk2-2476-s8d9-fh9779a8a9ds","value":"Unclassified"}],"last_status":null,"last_status_timestamp":null,"on_fallback_channel":false,"rendered_content":null,"uuid":"s8df79zhws-h89s-hj23-7s8d-thb248d9bh2qn"}},"from":57787919091,"id":"hsjkthzZGehkzs09sijWA3","text":{"body":"I dont know"},"timestamp":1673318248,"type":"text"},"type":"message"}}\n'
+
+# # "8, 9, 10" > "8,9,10"
+# request = requests.post(url=
+#                         'http://localhost:7860/nlu',
+#                         data=json
+#                         ).json()
+
+# print(request)
+
+# json = b'{"message_data": {"message":{"_vnd":{"v1":{"author":{"id":57787919091,"name":"GT","type":"OWNER"},"card_uuid":null,"chat":{"assigned_to":{"id":"jhk151kl-hj42-3752-3hjk-h4jk6hjkk2","name":"Greg Thompson","type":"OPERATOR"},"contact_uuid":"j43hk26-2hjl-43jk-hnk2-k4ljl46j0ds09","inserted_at":"2022-07-05T04:00:34.033522Z","owner":"+57787919091","permalink":"https://app.turn.io/c/4kl209sd0-a7b8-2hj3-8563-3hu4a89b32","state":"OPEN","state_reason":"Re-opened by inbound message.","unread_count":14,"updated_at":"2023-01-10T02:37:28.487319Z","uuid":"4kl209sd0-a7b8-2hj3-8563-3hu4a89b32"},"direction":"inbound","faq_uuid":null,"in_reply_to":null,"inserted_at":"2023-01-10T02:37:28.477940Z","labels":[{"confidence":0.506479332,"metadata":{"nlu":{"confidence":0.506479332,"intent":"question","model_name":"nlu-general-spacy-ngrams-20191014"}},"uuid":"ha7890s2k-hjk2-2476-s8d9-fh9779a8a9ds","value":"Unclassified"}],"last_status":null,"last_status_timestamp":null,"on_fallback_channel":false,"rendered_content":null,"uuid":"s8df79zhws-h89s-hj23-7s8d-thb248d9bh2qn"}},"from":57787919091,"id":"hsjkthzZGehkzs09sijWA3","text":{"body":"Today is a wonderful day"},"timestamp":1673318248,"type":"text"},"type":"message"}}\n'
+
+# # "8, 9, 10" > "8,9,10"
+# request = requests.post(url=
+#                         'http://localhost:7860/nlu',
+#                         data=json
+#                         ).json()
+
+# print(request)
 
-json2 = b'{"message_data": {"message":{"_vnd":{"v1":{"author":{"id":57787919091,"name":"GT","type":"OWNER"},"card_uuid":null,"chat":{"assigned_to":{"id":"jhk151kl-hj42-3752-3hjk-h4jk6hjkk2","name":"Greg Thompson","type":"OPERATOR"},"contact_uuid":"j43hk26-2hjl-43jk-hnk2-k4ljl46j0ds09","inserted_at":"2022-07-05T04:00:34.033522Z","owner":"+57787919091","permalink":"https://app.turn.io/c/4kl209sd0-a7b8-2hj3-8563-3hu4a89b32","state":"OPEN","state_reason":"Re-opened by inbound message.","unread_count":14,"updated_at":"2023-01-10T02:37:28.487319Z","uuid":"4kl209sd0-a7b8-2hj3-8563-3hu4a89b32"},"direction":"inbound","faq_uuid":null,"in_reply_to":null,"inserted_at":"2023-01-10T02:37:28.477940Z","labels":[{"confidence":0.506479332,"metadata":{"nlu":{"confidence":0.506479332,"intent":"question","model_name":"nlu-general-spacy-ngrams-20191014"}},"uuid":"ha7890s2k-hjk2-2476-s8d9-fh9779a8a9ds","value":"Unclassified"}],"last_status":null,"last_status_timestamp":null,"on_fallback_channel":false,"rendered_content":null,"uuid":"s8df79zhws-h89s-hj23-7s8d-thb248d9bh2qn"}},"from":57787919091,"id":"hsjkthzZGehkzs09sijWA3","text":{"body":"eight, nine, ten"},"timestamp":1673318248,"type":"text"},"type":"message"}}\n'
 
-# "eight, nine, ten" > 8,9,10
-request = requests.post(url=
-                        'http://localhost:7860/nlu',
-                        data=json2
-                        ).json()
-
-print(request)
-
-
-json = b'{"message_data": {"message":{"_vnd":{"v1":{"author":{"id":57787919091,"name":"GT","type":"OWNER"},"card_uuid":null,"chat":{"assigned_to":{"id":"jhk151kl-hj42-3752-3hjk-h4jk6hjkk2","name":"Greg Thompson","type":"OPERATOR"},"contact_uuid":"j43hk26-2hjl-43jk-hnk2-k4ljl46j0ds09","inserted_at":"2022-07-05T04:00:34.033522Z","owner":"+57787919091","permalink":"https://app.turn.io/c/4kl209sd0-a7b8-2hj3-8563-3hu4a89b32","state":"OPEN","state_reason":"Re-opened by inbound message.","unread_count":14,"updated_at":"2023-01-10T02:37:28.487319Z","uuid":"4kl209sd0-a7b8-2hj3-8563-3hu4a89b32"},"direction":"inbound","faq_uuid":null,"in_reply_to":null,"inserted_at":"2023-01-10T02:37:28.477940Z","labels":[{"confidence":0.506479332,"metadata":{"nlu":{"confidence":0.506479332,"intent":"question","model_name":"nlu-general-spacy-ngrams-20191014"}},"uuid":"ha7890s2k-hjk2-2476-s8d9-fh9779a8a9ds","value":"Unclassified"}],"last_status":null,"last_status_timestamp":null,"on_fallback_channel":false,"rendered_content":null,"uuid":"s8df79zhws-h89s-hj23-7s8d-thb248d9bh2qn"}},"from":57787919091,"id":"hsjkthzZGehkzs09sijWA3","text":{"body":8},"timestamp":1673318248,"type":"text"},"type":"message"}}\n'
-
-# 8 > 8
-request = requests.post(url=
-                        'http://localhost:7860/nlu',
-                        data=json
-                        ).json()
-
-print(request)
-
-json = b'{"message_data": {"message":{"_vnd":{"v1":{"author":{"id":57787919091,"name":"GT","type":"OWNER"},"card_uuid":null,"chat":{"assigned_to":{"id":"jhk151kl-hj42-3752-3hjk-h4jk6hjkk2","name":"Greg Thompson","type":"OPERATOR"},"contact_uuid":"j43hk26-2hjl-43jk-hnk2-k4ljl46j0ds09","inserted_at":"2022-07-05T04:00:34.033522Z","owner":"+57787919091","permalink":"https://app.turn.io/c/4kl209sd0-a7b8-2hj3-8563-3hu4a89b32","state":"OPEN","state_reason":"Re-opened by inbound message.","unread_count":14,"updated_at":"2023-01-10T02:37:28.487319Z","uuid":"4kl209sd0-a7b8-2hj3-8563-3hu4a89b32"},"direction":"inbound","faq_uuid":null,"in_reply_to":null,"inserted_at":"2023-01-10T02:37:28.477940Z","labels":[{"confidence":0.506479332,"metadata":{"nlu":{"confidence":0.506479332,"intent":"question","model_name":"nlu-general-spacy-ngrams-20191014"}},"uuid":"ha7890s2k-hjk2-2476-s8d9-fh9779a8a9ds","value":"Unclassified"}],"last_status":null,"last_status_timestamp":null,"on_fallback_channel":false,"rendered_content":null,"uuid":"s8df79zhws-h89s-hj23-7s8d-thb248d9bh2qn"}},"from":57787919091,"id":"hsjkthzZGehkzs09sijWA3","text":{"body":"8, 9, 10"},"timestamp":1673318248,"type":"text"},"type":"message"}}\n'
-
-# "8, 9, 10" > "8,9,10"
-request = requests.post(url=
-                        'http://localhost:7860/nlu',
-                        data=json
-                        ).json()
-
-print(request)
-
-json = b'{"message_data": {"message":{"_vnd":{"v1":{"author":{"id":57787919091,"name":"GT","type":"OWNER"},"card_uuid":null,"chat":{"assigned_to":{"id":"jhk151kl-hj42-3752-3hjk-h4jk6hjkk2","name":"Greg Thompson","type":"OPERATOR"},"contact_uuid":"j43hk26-2hjl-43jk-hnk2-k4ljl46j0ds09","inserted_at":"2022-07-05T04:00:34.033522Z","owner":"+57787919091","permalink":"https://app.turn.io/c/4kl209sd0-a7b8-2hj3-8563-3hu4a89b32","state":"OPEN","state_reason":"Re-opened by inbound message.","unread_count":14,"updated_at":"2023-01-10T02:37:28.487319Z","uuid":"4kl209sd0-a7b8-2hj3-8563-3hu4a89b32"},"direction":"inbound","faq_uuid":null,"in_reply_to":null,"inserted_at":"2023-01-10T02:37:28.477940Z","labels":[{"confidence":0.506479332,"metadata":{"nlu":{"confidence":0.506479332,"intent":"question","model_name":"nlu-general-spacy-ngrams-20191014"}},"uuid":"ha7890s2k-hjk2-2476-s8d9-fh9779a8a9ds","value":"Unclassified"}],"last_status":null,"last_status_timestamp":null,"on_fallback_channel":false,"rendered_content":null,"uuid":"s8df79zhws-h89s-hj23-7s8d-thb248d9bh2qn"}},"from":57787919091,"id":"hsjkthzZGehkzs09sijWA3","text":{"body":"I dont know"},"timestamp":1673318248,"type":"text"},"type":"message"}}\n'
-
-# "8, 9, 10" > "8,9,10"
-request = requests.post(url=
-                        'http://localhost:7860/nlu',
-                        data=json
-                        ).json()
+json = b'{"message_data": {"message":{"_vnd":{"v1":{"author":{"id":57787919091,"name":"GT","type":"OWNER"},"card_uuid":null,"chat":{"assigned_to":{"id":"jhk151kl-hj42-3752-3hjk-h4jk6hjkk2","name":"Greg Thompson","type":"OPERATOR"},"contact_uuid":"j43hk26-2hjl-43jk-hnk2-k4ljl46j0ds09","inserted_at":"2022-07-05T04:00:34.033522Z","owner":"+57787919091","permalink":"https://app.turn.io/c/4kl209sd0-a7b8-2hj3-8563-3hu4a89b32","state":"OPEN","state_reason":"Re-opened by inbound message.","unread_count":14,"updated_at":"2023-01-10T02:37:28.487319Z","uuid":"4kl209sd0-a7b8-2hj3-8563-3hu4a89b32"},"direction":"inbound","faq_uuid":null,"in_reply_to":null,"inserted_at":"2023-01-10T02:37:28.477940Z","labels":[{"confidence":0.506479332,"metadata":{"nlu":{"confidence":0.506479332,"intent":"question","model_name":"nlu-general-spacy-ngrams-20191014"}},"uuid":"ha7890s2k-hjk2-2476-s8d9-fh9779a8a9ds","value":"Unclassified"}],"last_status":null,"last_status_timestamp":null,"on_fallback_channel":false,"rendered_content":null,"uuid":"s8df79zhws-h89s-hj23-7s8d-thb248d9bh2qn"}},"from":57787919091,"id":"hsjkthzZGehkzs09sijWA3","text":{"body":"Today is a wonderful day"},"timestamp":1673318248,"type":"text"},"type":"message"}}\n'
 
-print(request)
 
-json = b'{"message_data": {"message":{"_vnd":{"v1":{"author":{"id":57787919091,"name":"GT","type":"OWNER"},"card_uuid":null,"chat":{"assigned_to":{"id":"jhk151kl-hj42-3752-3hjk-h4jk6hjkk2","name":"Greg Thompson","type":"OPERATOR"},"contact_uuid":"j43hk26-2hjl-43jk-hnk2-k4ljl46j0ds09","inserted_at":"2022-07-05T04:00:34.033522Z","owner":"+57787919091","permalink":"https://app.turn.io/c/4kl209sd0-a7b8-2hj3-8563-3hu4a89b32","state":"OPEN","state_reason":"Re-opened by inbound message.","unread_count":14,"updated_at":"2023-01-10T02:37:28.487319Z","uuid":"4kl209sd0-a7b8-2hj3-8563-3hu4a89b32"},"direction":"inbound","faq_uuid":null,"in_reply_to":null,"inserted_at":"2023-01-10T02:37:28.477940Z","labels":[{"confidence":0.506479332,"metadata":{"nlu":{"confidence":0.506479332,"intent":"question","model_name":"nlu-general-spacy-ngrams-20191014"}},"uuid":"ha7890s2k-hjk2-2476-s8d9-fh9779a8a9ds","value":"Unclassified"}],"last_status":null,"last_status_timestamp":null,"on_fallback_channel":false,"rendered_content":null,"uuid":"s8df79zhws-h89s-hj23-7s8d-thb248d9bh2qn"}},"from":57787919091,"id":"hsjkthzZGehkzs09sijWA3","text":{"body":"Today is a wonderful day"},"timestamp":1673318248,"type":"text"},"type":"message"}}\n'
 
-# "8, 9, 10" > "8,9,10"
 request = requests.post(url=
-                        'http://localhost:7860/nlu',
+                        'http://localhost:7860/manager',
                         data=json
                         ).json()
-
 print(request)