Changed embedding model to mixed bread xsmall, optimised related functions in general. Updated Gemini model references.
d3a9db3
| #import os | |
| import boto3 | |
| #import gradio as gr | |
| import hmac | |
| import hashlib | |
| import base64 | |
| from tools.config import AWS_CLIENT_ID, AWS_CLIENT_SECRET, AWS_USER_POOL_ID, AWS_REGION | |
| def calculate_secret_hash(client_id:str, client_secret:str, username:str): | |
| message = username + client_id | |
| dig = hmac.new( | |
| str(client_secret).encode('utf-8'), | |
| msg=str(message).encode('utf-8'), | |
| digestmod=hashlib.sha256 | |
| ).digest() | |
| secret_hash = base64.b64encode(dig).decode() | |
| return secret_hash | |
| def authenticate_user(username:str, password:str, user_pool_id:str=AWS_USER_POOL_ID, client_id:str=AWS_CLIENT_ID, client_secret:str=AWS_CLIENT_SECRET): | |
| """Authenticates a user against an AWS Cognito user pool. | |
| Args: | |
| user_pool_id (str): The ID of the Cognito user pool. | |
| client_id (str): The ID of the Cognito user pool client. | |
| username (str): The username of the user. | |
| password (str): The password of the user. | |
| client_secret (str): The client secret of the app client | |
| Returns: | |
| bool: True if the user is authenticated, False otherwise. | |
| """ | |
| client = boto3.client('cognito-idp', region_name=AWS_REGION) # Cognito Identity Provider client | |
| # Compute the secret hash | |
| secret_hash = calculate_secret_hash(client_id, client_secret, username) | |
| try: | |
| if client_secret == '': | |
| response = client.initiate_auth( | |
| AuthFlow='USER_PASSWORD_AUTH', | |
| AuthParameters={ | |
| 'USERNAME': username, | |
| 'PASSWORD': password, | |
| }, | |
| ClientId=client_id | |
| ) | |
| else: | |
| response = client.initiate_auth( | |
| AuthFlow='USER_PASSWORD_AUTH', | |
| AuthParameters={ | |
| 'USERNAME': username, | |
| 'PASSWORD': password, | |
| 'SECRET_HASH': secret_hash | |
| }, | |
| ClientId=client_id | |
| ) | |
| # If successful, you'll receive an AuthenticationResult in the response | |
| if response.get('AuthenticationResult'): | |
| return True | |
| else: | |
| return False | |
| except client.exceptions.NotAuthorizedException: | |
| return False | |
| except client.exceptions.UserNotFoundException: | |
| return False | |
| except Exception as e: | |
| out_message = f"An error occurred: {e}" | |
| print(out_message) | |
| raise Exception(out_message) | |
| return False |