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Tobias Quadfasel Date: Tue, 3 Sep 2024 21:51:12 +0200 Subject: [PATCH 2/2] feat(azure): Added necessary azure components to app Using respective credentials for both local development as well as deployment. When deployed on azure, the app authenticates with the SQL database via Entra ID (formerly active directory) and accesses other credentials via key vault as a system managed identity. --- app/app.py | 10 +++++++ app/config.py | 78 ++++++++++++++++++++++++++++++++++++++++++++++++ app/data_chat.py | 32 ++++++++++---------- 3 files changed, 104 insertions(+), 16 deletions(-) create mode 100644 app/config.py diff --git a/app/app.py b/app/app.py index 752ed67..92bb713 100644 --- a/app/app.py +++ b/app/app.py @@ -5,6 +5,7 @@ from typing import Any, Dict, Tuple import dash_auth import pandas as pd from app_styles import header_style +from config import check_credentials from dash import ( Dash, Input, @@ -21,6 +22,14 @@ from dash.exceptions import PreventUpdate from data_chat import send_message from sql_utils import execute_query, test_db_connection +check_credentials() + +# first connection to SQL database to mitigate long startup time +try: + test_db_connection() +except Exception as e: + print(f"Error for first connection to Azure SQL Database: {e}") + external_stylesheets = ["https://codepen.io/chriddyp/pen/bWLwgP.css"] app = Dash(__name__, external_stylesheets=external_stylesheets) @@ -357,4 +366,5 @@ def run_sql_query(n_clicks: int, value: str) -> str: server = app.server if __name__ == "__main__": + print("Hello!") app.run(debug=True) diff --git a/app/config.py b/app/config.py new file mode 100644 index 0000000..a1a38fb --- /dev/null +++ b/app/config.py @@ -0,0 +1,78 @@ +"""Global configuration for data preprocessing.""" + +import os + +from azure.identity import ( + AzureCliCredential, + ChainedTokenCredential, + ManagedIdentityCredential, +) +from azure.keyvault.secrets import SecretClient + + +def check_credentials() -> None: + """Check and set up necessary credentials for the application. + + This function verifies the presence of required environment variables. + If they are not set, it attempts to retrieve them using Azure-managed identity. + + The function checks for the following environment variables: + - OPENAI_API_KEY + - AZURE_SQL_CONNECTION_STRING + - APP_UNAME + - APP_PW + + If AZURE_SQL_CONNECTION_STRING is not set, it constructs the connection string + using other environment variables (AZURE_SQL_SERVER, AZURE_SQL_PORT, + AZURE_SQL_DATABASE, AZURE_SQL_AUTHENTICATION). + + If any of the required credentials are missing, the function uses Azure Key Vault + to retrieve the secrets. + + Raises + ------ + Exception + If the required environment variables are not set and cannot be retrieved + from Azure Key Vault. + + Notes + ----- + This function modifies the following environment variables: + - AZURE_SQL_CONNECTION_STRING (if not already set) + - OPENAI_API_KEY (if not already set) + - APP_UNAME (if not already set) + - APP_PW (if not already set) + + The function uses Azure Managed Identity and Azure CLI credentials to access + the Key Vault. + """ + try: + assert os.getenv("OPENAI_API_KEY") is not None + assert os.getenv("AZURE_SQL_CONNECTION_STRING") is not None + assert os.getenv("APP_UNAME") is not None + assert os.getenv("APP_PW") is not None + except Exception: + # Environment variables not set, use azure-managed identity + if os.getenv("AZURE_SQL_CONNECTION_STRING") is None: + server = os.getenv("AZURE_SQL_SERVER") + port = os.getenv("AZURE_SQL_PORT") + database = os.getenv("AZURE_SQL_DATABASE") + authentication = os.getenv("AZURE_SQL_AUTHENTICATION") + os.environ["AZURE_SQL_CONNECTION_STRING"] = ( + f"Driver={{ODBC Driver 18 for SQL Server}};" + f"Server={server},{port};Database={database};" + f"Authentication={authentication};Encrypt=yes;" + ) + + managed_identity = ManagedIdentityCredential() + azure_cli = AzureCliCredential() + credential_chain = ChainedTokenCredential(managed_identity, azure_cli) + + keyVaultName = os.environ["KEY_VAULT_NAME"] + KVUri = f"https://{keyVaultName}.vault.azure.net" + client = SecretClient(vault_url=KVUri, credential=credential_chain) + + os.environ["OPENAI_API_KEY"] = client.get_secret("openai-api-key").value + + os.environ["APP_UNAME"] = client.get_secret("app-uname").value + os.environ["APP_PW"] = client.get_secret("app-pw").value diff --git a/app/data_chat.py b/app/data_chat.py index 4cc3106..9d3c267 100644 --- a/app/data_chat.py +++ b/app/data_chat.py @@ -4,22 +4,6 @@ from openai import OpenAI # from openai import AzureOpenAI -# Set up credentials -# NOTE: Usually I would use AzureOpenAI, but due to heavy rate -# limitations on azure trial accounts, I am using OpenAI directly -# for this project. However, this is how it would look like for -# AzureOpenAI (credentials must be provided to environment): -# client = AzureOpenAI( -# azure_endpoint=os.getenv("AZURE_OPENAI_ENDPOINT"), -# api_key=os.getenv("AZURE_OPENAI_KEY"), -# api_version="2024-02-01", -# ) -# MODEL = "sqlai" # deployment name - -# Set up the OpenAI client -MODEL = "gpt-4o" -client = OpenAI(api_key=os.getenv("OPENAI_API_KEY")) - def send_message(message: str) -> str: """Send a message to the openai chat completion API and return the response. @@ -103,6 +87,22 @@ def send_message(message: str) -> str: Formatiere den Output bestmöglich. """ + # Set up credentials + # NOTE: Usually I would use AzureOpenAI, but due to heavy rate + # limitations on azure trial accounts, I am using OpenAI directly + # for this project. However, this is how it would look like for + # AzureOpenAI (credentials must be provided to environment): + # client = AzureOpenAI( + # azure_endpoint=os.getenv("AZURE_OPENAI_ENDPOINT"), + # api_key=os.getenv("AZURE_OPENAI_KEY"), + # api_version="2024-02-01", + # ) + # MODEL = "sqlai" # deployment name + + # Set up the OpenAI client + MODEL = "gpt-4o" + client = OpenAI(api_key=os.getenv("OPENAI_API_KEY")) + response = client.chat.completions.create( model=MODEL, messages=[ -- 2.49.1