Spaces:
Running
Running
File size: 11,908 Bytes
e6e2b35 0867b22 6d1ffb9 e6e2b35 9ae0165 d954bfc 9ae0165 e6e2b35 3566981 e6e2b35 3566981 e6e2b35 3566981 e6e2b35 0867b22 e6e2b35 41d97d6 03a6290 41d97d6 d3d961d e6e2b35 24101b8 e6e2b35 9d77c6f e6e2b35 a7425af c0bad28 fdd0913 c0bad28 d3d961d c0bad28 e6e2b35 0527f8f e6e2b35 ce3d970 e6e2b35 1f2314c 0527f8f d9eb22f 0867b22 6d1ffb9 699724f 95a171e 0867b22 95a171e 0867b22 3814d06 0867b22 e6e2b35 eb31ef2 ce3d970 0527f8f e6e2b35 e46f466 e6e2b35 c0bad28 e6e2b35 fcfca9a e6e2b35 0867b22 e6e2b35 5ae1597 e6e2b35 5ae1597 0867b22 e6e2b35 0867b22 e6e2b35 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 |
import requests
import base64
from bs4 import BeautifulSoup
import re
import jwt
from cryptography.hazmat.primitives.ciphers import Cipher, algorithms, modes
from cryptography.hazmat.backends import default_backend
import os
import hashlib
class GmailDataExtractor:
def __init__(self,jwt:str , user_input: str = None) -> None:
if jwt is None :
self.error = "Error"
else:
self.__jwt = jwt
self.__user_input = user_input
self.error = None
self.__secret_key = 'nkldjlncbamjlklwjeklwu24898h*&#Ujnfjf34893U5HSJFBSKFSHFNSK*$*W_ 3OWU'
def __validate_jwt_token(self):
try:
payload = jwt.decode(self.jwt, self.secret_key, algorithms=["HS256"])
access_token = payload.get("access_token")
if access_token:
return access_token
else:
raise ValueError("Invalid JWT token: Missing access token")
except jwt.ExpiredSignatureError:
raise ValueError("Invalid JWT token: Expired token")
except jwt.InvalidTokenError:
raise ValueError("Invalid JWT token: Token verification failed")
def __fetch_messages(self) -> list:
"""
Fetches messages from the Gmail API.
Args:
gmail_url (str): The URL for the Gmail API request.
access_token (str): The access token for authenticating with Gmail API.
Returns:
list: A list of message objects retrieved from the Gmail API.
Raises:
RuntimeError: If there is an issue while fetching messages from the Gmail API.
"""
"""currently not implementing jwt for testing purposes
replace every access_token with jwt function directly which returns the access token"""
access_token = self.__jwt
print("access token")
print(access_token)
receipt_query = f'(subject:"your order" OR subject:receipts OR subject:receipt OR subject: aankoopbon OR subject:reçu OR subject:invoice OR subject:invoice OR category:purchases)'
# if self.__user_input is not None:
# receipt_query = f'((subject:"your order" OR subject:receipts OR subject:receipt OR subject:invoice OR subject:invoice OR category:purchases) AND subject:{self.__user_input})&maxResults=15'
gmail_url = f"https://www.googleapis.com/gmail/v1/users/me/messages?q={receipt_query}&maxResults=10"
def __fetch_page(url):
response = requests.get(url, headers={"Authorization": f"Bearer {access_token}"})
response.raise_for_status() # Raise error if the request fails
data = response.json()
return data.get("messages", []), data.get("nextPageToken")
messages = []
page_token = None
try:
while True:
url = f"{gmail_url}&pageToken={page_token}" if page_token else gmail_url
page_messages, page_token = __fetch_page(url)
messages.extend(page_messages)
if not page_token:
break
except requests.RequestException as e:
raise RuntimeError(f"Error fetching messages from Gmail API: {str(e)}")
return messages
def __fetch_message_data(self, message_id: str) -> dict:
"""
Fetches message data from the Gmail API.
Args:
message_id (str): The ID of the message to fetch.
Returns:
dict: Message data retrieved from the Gmail API.
Raises:
RuntimeError: If there is an issue while fetching message data from the Gmail API.
"""
print("fetch_message_data")
message_url = f"https://www.googleapis.com/gmail/v1/users/me/messages/{message_id}"
try:
response = requests.get(message_url, headers={"Authorization": f"Bearer {self.__jwt}"})
response.raise_for_status() # Raise error if the request fails
return response.json()
except requests.RequestException as e:
raise RuntimeError(f"Error fetching message data from Gmail API: {str(e)}")
def __fetch_attachment_data(self, message_id: str, attachment_id: str) -> dict:
"""
Fetches attachment data from the Gmail API.
Args:
message_id (str): The ID of the message containing the attachment.
attachment_id (str): The ID of the attachment to fetch.
Returns:
dict: Attachment data retrieved from the Gmail API.
Raises:
RuntimeError: If there is an issue while fetching attachment data from the Gmail API.
"""
print("fetch_attachment_data")
attachment_url = f"https://www.googleapis.com/gmail/v1/users/me/messages/{message_id}/attachments/{attachment_id}"
try:
response = requests.get(attachment_url, headers={"Authorization": f"Bearer {self.__jwt}"})
response.raise_for_status() # Raise error if the request fails
return response.json()
except requests.RequestException as e:
raise RuntimeError(f"Error fetching attachment data from Gmail API: {str(e)}")
def __process_message(self, message: dict) -> tuple:
"""
Processes a single message.
Args:
message (dict): The message to process.
Returns:
tuple: A tuple containing the subject (str), body (str), links (list of str),
and base64 data if it contains an document attachment in the form of pdf, docx, ppt or any file format indicating whether the message contains an attachment.
Raises:
RuntimeError: If there is an issue while fetching message data from the Gmail API.
"""
print("process_messages")
message_id = message.get("id")
encrypted_message_id = self.encrypt_message_id(message_id)
if not message_id:
return None, None, [], False
subject=''
message_data = self.__fetch_message_data(message_id)
if 'payload' in message_data and 'headers' in message_data['payload']:
headers = message_data['payload']['headers']
for header in headers:
if header['name'] == 'Subject':
subject = header['value']
body = ''
text=''
links = []
has_attachment = False
company_from_gmail = 'others'
if 'payload' in message_data and 'parts' in message_data['payload']:
parts = message_data['payload']['parts']
payload = message_data['payload']['headers']
print("printing headers response")
print(payload)
#Extracting the domain name from the senders email
for fromdata in payload:
if fromdata['name'] == 'From':
company_from_gmail = self.extract_domain_from_email(fromdata['value'])
break
if 'chanel' in subject.lower():
company_from_gmail = 'chanel'
if 'louis vuitton' in subject.lower():
company_from_gmail = 'Louis Vuitton'
for part in parts:
if 'mimeType' not in part:
continue
mime_type = part['mimeType']
if mime_type == 'text/plain' or mime_type == 'text/html':
body_data = part['body'].get('data', '')
body = base64.urlsafe_b64decode(body_data)
text= self.extract_text(body)
if 'body' in part and 'attachmentId' in part['body']:
attachment_id = part['body']['attachmentId']
attachment_data = self.__fetch_attachment_data(message_id, attachment_id)
data = attachment_data.get("data", "")
filename = part.get("filename", "untitled.txt")
if data:
# Save only the first 10 characters of the attachment data
return subject,text ,{"filename":filename , "data":data} , company_from_gmail , message_id
return subject, text,None , company_from_gmail , message_id
def encrypt_message_id(self,message_id:str):
key = os.getenv('AES_KEY').encode('utf-8')[:32]
message_id_bytes = message_id.encode('utf-8')
iv = os.urandom(16)
# Initialize AES cipher with the key and CBC mode
cipher = Cipher(algorithms.AES(key), modes.CBC(iv), backend=default_backend())
# Create a encryptor object
encryptor = cipher.encryptor()
# Pad the message_id to be a multiple of 16 bytes (AES block size)
# This is necessary for AES encryption
message_id_padded = message_id_bytes.ljust(32, b'\0')
# Encrypt the padded message_id
ciphertext = encryptor.update(message_id_padded) + encryptor.finalize()
return ciphertext
def extract_domain_from_email(self,email_string):
# Extracting the email address using regex
email_address = re.search(r'[\w\.-]+@[\w\.-]+', email_string).group()
# Extracting the domain name from the email address
domain = email_address.split('@')[-1].split('.')[0]
if email_address and domain :
return domain
else:
return None
def extract_text(self,html_content:str):
"""
Extracts text and links from HTML content.
Args:
html_content (str): The HTML content to process.
Returns:
tuple: A tuple containing the extracted text (str) and links (list of tuples).
Raises:
ValueError: If the input HTML content is empty or None.
"""
if not html_content:
raise ValueError("HTML content is empty or None")
soup = BeautifulSoup(html_content, 'html.parser')
# Extract text
text = soup.get_text(separator=' ')
text = re.sub(r'\s+', ' ', text).strip()
print("Printing the extracted text from the html")
print(text)
print()
print()
# Extract links
links = [(link.text, link['href']) for link in soup.find_all('a', href=True)]
return text
def extract_messages(self) -> dict:
"""
Extracts messages based on the provided brand name.
Args:
brand_name (str): The brand name to search for in email subjects.
jwt_token (str): The JWT token for authentication.
Returns:
dict: A dictionary containing the extracted messages with their subjects, bodies, links, and attachment statuses.
format:{"results":[{"subjec":"test subject" , "body":"it would be text" , "attachment_data":{"filename":base64URL format}},{second message with same content of subject , body , attachment_data}]}
"""
print("entered the extract messages")
messages = self.__fetch_messages()
results = []
for message in messages:
subject, body, attachment_data , company_name , encrypt_mssg_id = self.__process_message(message)
""" Handling None values """
body = body if body is not None else ''
attachment_data = attachment_data if attachment_data is not None else {}
company_associated = company_name if company_name is not None else ''
en_msg_id = encrypt_mssg_id if encrypt_mssg_id is not None else None
results.append({"body": body, "attachment_data": [attachment_data] ,'company_associated':company_associated , "message_id":en_msg_id})
return {"results": results}
# obj = GmailDataExtractor("abcd","user_input")
# print(obj.error) |