\n
","body":"
\n
\n
\n
\n
1. Clone the Extension and Sample Repository: Start by cloning the repository from https://github.com/Azure/azure-functions-openai-extension/. To better understand how this integration works I also recommend reading the docs regarding the general requirements as well as the chatbot sample specific instructions.
\n2. Navigate to the Sample Chatbot Project: Once cloned, navigate to the sample chatbot project located at samples/chat/nodejs
. We will use this sample project to deploy to our Azure Function App and expose our chatbot endpoints that will later on be consumed by our Static Web App.
3. Configure Environment Variables for testing: To connect to your OpenAI resource locally during testing, configure the required environment variables in the samples/chat/nodejs/local.settings.json
file. Depending on your setup, use one of the following templates:
{\n \"IsEncrypted\": false,\n \"Values\": {\n \"AzureWebJobsStorage\": \"UseDevelopmentStorage=true\",\n \"AzureWebJobsFeatureFlags\": \"EnableWorkerIndexing\",\n \"FUNCTIONS_WORKER_RUNTIME\": \"node\",\n \"CHAT_MODEL_DEPLOYMENT_NAME\": \"<your-deployment_name>\",\n \"AZURE_OPENAI_KEY\": \"<your_key_here>\",\n \"AZURE_OPENAI_ENDPOINT\": \"https://<your-openai-endpoint>.openai.azure.com/\" \n }\n}
\n{\n \"IsEncrypted\": false,\n \"Values\": {\n \"AzureWebJobsStorage\": \"UseDevelopmentStorage=true\",\n \"AzureWebJobsFeatureFlags\": \"EnableWorkerIndexing\",\n \"FUNCTIONS_WORKER_RUNTIME\": \"node\",\n \"CHAT_MODEL_DEPLOYMENT_NAME\": \"gpt-3.5-turbo\"\n \"OPENAI_KEY\": \"<your_openai_key_here>\" \n }\n}
\n4. Start the Application Locally: Test your chatbot by running it locally. Use the following commands:
\nazurite --silent --location c:\\azurite --debug c:\\azurite\\debug.log --blobPort 8888 --queuePort 9999 --tablePort 11111\n\nnpm install && dotnet build --output bin && npm run build && npm run start
\nPUT http://localhost:7071/api/chats/TailoredTales\n\n{\n \"instructions\": \"You are TailoredTales, a guide in the quest for the perfect read. Respond with brief, engaging hints, leading seekers to books that fit as if destined, blending curiosity with the promise of a great discovery.\"\n}\n
\nPOST http://localhost:7071/api/chats/TailoredTales\n\nWhat's a captivating book that blends mystery with a touch of magic, ideal for someone who loves both genres and is looking for a new book?
\nGET http://localhost:7071/api/chats/TailoredTales?timestampUTC=2023-11-9T22:00
samples/chat/src/functions/app.ts
from function to anonymous.Cognitive Services OpenAI User
role on the Azure OpenAI resource.\n
1. Set Up the Project: Create a new project for your front-end app. Initialize it with the chosen framework or tools. For this demo we will be using React.js. We will also install axios to make HTTP requests to interact with our chatbot backend. Feel free to use any other technology you are comfortable with.
\nnpx create-react-app chatbot-app\n\ncd chatbot-app\n\nnpm install axios
\ncreateChat
API.postMessage
API.getChatState
API.<function-hostname>
in the BASE_URL is only required for local testing. As soon as we have linked the deployed Static Web App to our Function App the integration will fully handle routing and authentication for us and we can simple make calls to the Static Web Apps hostname by changing the BASE_URL to /api/chats
. For now replace the value with either the local host running the chatbot app or your functions hostname (In that case you will have to also configure CORS on the function app). import axios from 'axios';\n\nconst BASE_URL = '<function-hostname>/api/chats/';\n\nexport const createChat = async (chatId, instructions) => {\n try {\n const response = await axios.put(`${BASE_URL}${chatId}`, {\n instructions,\n });\n return response.data;\n } catch (error) {\n console.error(\"Error creating chat:\", error);\n throw error;\n }\n};\n\nexport const postMessage = async (chatId, message) => {\n try {\n await axios.post(`${BASE_URL}${chatId}`, message, {\n headers: {\n 'Content-Type': 'text/plain',\n },\n });\n } catch (error) {\n console.error(\"Error posting message:\", error);\n throw error;\n }\n};\n\nexport const getChatState = async (chatId, timestampUTC) => {\n try {\n const response = await axios.get(`${BASE_URL}${chatId}`, {\n params: { timestampUTC },\n });\n return response.data;\n } catch (error) {\n console.error(\"Error getting chat state:\", error);\n throw error;\n }\n};
\n3. Creating the Chat Box Component: We are creating a component responsible for creating a chat interface and handling chat interactions with a chatbot backend. Here's a summary of its functionality:
\nchatId
: Stores the unique identifier for the chat session.message
: Stores the user's input message.messages
: Stores the chat messages exchanged between the user and the chatbot.lastUpdate
: Keeps track of the timestamp of the last chat message update.createChat
function from the ChatService
and sets the chatId
.pollForMessages
) to check for new chatbot responses at regular intervals. When new responses are received, they are added to the messages
state.postMessage
function to send the message to the chatbot backend, and triggers the polling for new chatbot responses.import React, { useState, useEffect, useRef } from 'react';\nimport { createChat, postMessage, getChatState } from './ChatService';\nimport './ChatBox.css';\n\nconst ChatBox = () => {\n const [chatId, setChatId] = useState('');\n const [message, setMessage] = useState('');\n const [messages, setMessages] = useState([]);\n const [lastUpdate, setLastUpdate] = useState(new Date().toISOString());\n\n const messagesEndRef = useRef(null);\n\n useEffect(() => {\n const initChat = async () => {\n const chatSessionId = `chat_${new Date().getTime()}`;\n const instructions = \"You are TailoredTales, a guide in the quest for the perfect read. Respond with brief, engaging hints, leading seekers to books that fit as if destined, blending curiosity with the promise of a great discovery.\";\n setChatId(chatSessionId);\n await createChat(chatSessionId, instructions);\n };\n\n initChat();\n }, []);\n\n const pollForMessages = async () => {\n const maxPollingDuration = 10000;\n const pollingInterval = 200;\n let totalPollingTime = 0;\n \n const poll = setInterval(() => {\n getChatState(chatId, lastUpdate).then(data => {\n if (data !== null) {\n const assistantMessages = data.RecentMessages.filter(msg => msg.Role === 'assistant');\n if (assistantMessages.length > 0) {\n setMessages(prevMessages => [...prevMessages, ...assistantMessages]);\n setLastUpdate(new Date().toISOString());\n clearInterval(poll);\n }\n }\n });\n \n totalPollingTime += pollingInterval;\n if (totalPollingTime >= maxPollingDuration) {\n clearInterval(poll);\n }\n }, pollingInterval);\n };\n\n const handleSubmit = async (e) => {\n e.preventDefault();\n if (message) {\n const tempMessage = {\n Content: message,\n Role: 'user',\n id: new Date().getTime(),\n };\n setMessages(prevMessages => [...prevMessages, tempMessage]);\n await postMessage(chatId, message);\n setMessage('');\n pollForMessages();\n }\n };\n\n useEffect(() => {\n const messagesContainer = messagesEndRef.current;\n if (messagesContainer) {\n messagesContainer.scrollTop = messagesContainer.scrollHeight;\n }\n }, [messages]);\n \n return (\n <div className=\"chatbox-container\">\n <div className=\"chatbox-header\">\n Tailored Tales\n </div>\n <div className=\"chatbox-messages\" ref={messagesEndRef}>\n {messages.map((msg, index) => (\n <div key={index} className={`message ${msg.Role}`}>\n {msg.Role === 'assistant' && <div className=\"message-role\">Assistant</div>}\n <span>{msg.Content}</span>\n </div>\n ))}\n </div>\n <form onSubmit={handleSubmit} className=\"chatbox-form\">\n <input\n type=\"text\"\n value={message}\n onChange={(e) => setMessage(e.target.value)}\n placeholder=\"Type here...\"\n className=\"chatbox-input\"\n />\n </form>\n </div>\n );\n};\n\nexport default ChatBox;
import React from 'react';\nimport ChatBox from './ChatBox';\n\nfunction App() {\n return (\n <div className=\"App\">\n <ChatBox />\n </div>\n );\n}\n\nexport default App;\n
\n@import url('https://fonts.googleapis.com/css2?family=Inter:wght@400;500;600&display=swap');\n* {\n font-family: 'Inter', sans-serif;\n}\n\n@import url('https://fonts.googleapis.com/css2?family=Inter:wght@400;500;600&display=swap');\n\n.chatbox-container {\n position: fixed;\n bottom: 10px;\n right: 10px;\n width: 320px;\n height: 600px;\n display: flex;\n flex-direction: column;\n justify-content: space-between;\n background-color: #fff;\n border-radius: 16px;\n box-shadow: rgba(9, 30, 66, 0.25) 0px 1px 1px, rgba(9, 30, 66, 0.13) 0px 0px 1px 1px;\n font-family: 'Inter', sans-serif;\n padding-top: 0;\n}\n\n.chatbox-header {\n padding: 12px 20px;\n border-top-left-radius: 8px;\n border-top-right-radius: 8px;\n font-size: 1.2em;\n box-shadow: 0 2px 2px rgba(0, 0, 0, 0.05);\n text-align: left;\n font-weight: 900;\n}\n\n.chatbox-messages {\n flex-grow: 1;\n padding: 15px;\n overflow-y: auto;\n display: flex;\n flex-direction: column;\n gap: 10px;\n overflow-y: auto;\n margin-top: 0;\n scrollbar-width: none;\n}\n\n.message {\n max-width: 75%;\n word-wrap: break-word;\n padding: 10px 14px;\n border-radius: 18px;\n line-height: 1.4;\n position: relative;\n margin-bottom: 4px;\n}\n\n.message.user {\n align-self: flex-end;\n background-color: #5851ff;\n color: #fff;\n border-bottom-right-radius: 4px;\n}\n\n.message.assistant {\n align-self: flex-start;\n background-color: #efefef;\n color: #333;\n border-bottom-left-radius: 4px;\n}\n\n.chatbox-form {\n display: flex;\n padding: 10px 15px;\n background-color: #ffffff;\n box-shadow: 0 -2px 2px rgba(0, 0, 0, 0.1);\n border-bottom-left-radius: 16px;\n border-bottom-right-radius: 16px;\n}\n\n.chatbox-input {\n flex-grow: 1;\n margin-right: 8px;\n padding: 10px;\n border: 0px solid #d1d1d4;\n border-radius: 18px;\n background-color: #ffffff;\n outline: none;\n}\n\n.message-role {\n font-size: 0.7rem;\n color: #6c757d;\n margin-bottom: 2px;\n}
\n\n
You can now go to your static web app and start asking your Tailored Tales bot anything about books.
\n\n\n
\n
\n
Annina Keller is a software engineer on the Azure Static Web Apps team. (Twitter: @anninake)
\n\n
\n
\n
\n
\n
1. Clone the Extension and Sample Repository: Start by cloning the repository from https://github.com/Azure/azure-functions-openai-extension/. To better understand how this integration works I also recommend reading the docs regarding the general requirements as well as the chatbot sample specific instructions.
\n2. Navigate to the Sample Chatbot Project: Once cloned, navigate to the sample chatbot project located at samples/chat/nodejs
. We will use this sample project to deploy to our Azure Function App and expose our chatbot endpoints that will later on be consumed by our Static Web App.
3. Configure Environment Variables for testing: To connect to your OpenAI resource locally during testing, configure the required environment variables in the samples/chat/nodejs/local.settings.json
file. Depending on your setup, use one of the following templates:
4. Start the Application Locally: Test your chatbot by running it locally. Use the following commands:
\nsamples/chat/src/functions/app.ts
from function to anonymous.Cognitive Services OpenAI User
role on the Azure OpenAI resource.\n
1. Set Up the Project: Create a new project for your front-end app. Initialize it with the chosen framework or tools. For this demo we will be using React.js. We will also install axios to make HTTP requests to interact with our chatbot backend. Feel free to use any other technology you are comfortable with.
\ncreateChat
API.postMessage
API.getChatState
API.<function-hostname>
in the BASE_URL is only required for local testing. As soon as we have linked the deployed Static Web App to our Function App the integration will fully handle routing and authentication for us and we can simple make calls to the Static Web Apps hostname by changing the BASE_URL to /api/chats
. For now replace the value with either the local host running the chatbot app or your functions hostname (In that case you will have to also configure CORS on the function app). 3. Creating the Chat Box Component: We are creating a component responsible for creating a chat interface and handling chat interactions with a chatbot backend. Here's a summary of its functionality:
\nchatId
: Stores the unique identifier for the chat session.message
: Stores the user's input message.messages
: Stores the chat messages exchanged between the user and the chatbot.lastUpdate
: Keeps track of the timestamp of the last chat message update.createChat
function from the ChatService
and sets the chatId
.pollForMessages
) to check for new chatbot responses at regular intervals. When new responses are received, they are added to the messages
state.postMessage
function to send the message to the chatbot backend, and triggers the polling for new chatbot responses.\n
You can now go to your static web app and start asking your Tailored Tales bot anything about books.
\n\n
\n
\n
Annina Keller is a software engineer on the Azure Static Web Apps team. (Twitter: @anninake)
\n\n
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