Spaces:
Sleeping
Sleeping
File size: 9,714 Bytes
480cefa 43397c6 480cefa 43397c6 c31f036 43397c6 c14262b 43397c6 480cefa 37b4c5a 480cefa 37b4c5a 3d27eec 37b4c5a 3d27eec 480cefa 3d27eec 480cefa 37b4c5a 480cefa 3d27eec 480cefa c31f036 01bf3a0 3d27eec 480cefa c31f036 37b4c5a 3d27eec 60a089e 480cefa 37b4c5a 62a2672 37b4c5a 6ad853b 37b4c5a 62a2672 37b4c5a 480cefa 37b4c5a 62a2672 37b4c5a 6ad853b |
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 |
import gradio as gr
import os
import json
from google.oauth2.credentials import Credentials
from google_auth_oauthlib.flow import InstalledAppFlow
from google.auth.transport.requests import Request
from googleapiclient.discovery import build
import base64
from datetime import datetime, timedelta
# Gmail API scope
# Gmail API scope
SCOPES = ['https://www.googleapis.com/auth/gmail.readonly']
# Instead of reading from file, get credentials from environment variables
CLIENT_CONFIG = {
"web": { # Changed to "web" for web credentials
"client_id": os.environ.get('GOOGLE_CLIENT_ID'),
"client_secret": os.environ.get('GOOGLE_CLIENT_SECRET'),
"redirect_uris": ["https://huggingface.co/spaces/xiddiqui/recruitment-helper"], # Standard Google OAuth endpoint
"auth_uri": "https://accounts.google.com/o/oauth2/auth",
"token_uri": "https://oauth2.googleapis.com/token",
}
}
# Keywords for filtering emails
KEYWORDS = {
'job_related': [
'job opportunity', 'position', 'career', 'recruitment', 'hiring',
'interview', 'resume', 'CV', 'application', 'job posting',
'employment', 'role', 'vacancy', 'opening'
],
'personal': [
'personal', 'private', 'confidential', 'family', 'friend',
'social', 'invitation', 'gathering', 'meetup'
]
}
def get_gmail_service(state_dict):
"""Creates Gmail API service"""
creds = None
# Check if token exists in state
if 'token' in state_dict:
creds = Credentials.from_authorized_user_info(state_dict['token'], SCOPES)
# If credentials are invalid or don't exist
if not creds or not creds.valid:
if creds and creds.expired and creds.refresh_token:
creds.refresh(Request())
else:
# Create flow without running local server
flow = InstalledAppFlow.from_client_config(CLIENT_CONFIG, SCOPES)
# Generate authorization URL
auth_url, _ = flow.authorization_url(
access_type='offline',
include_granted_scopes='true'
)
# Return the authorization URL to the user
return f"Please visit this URL to authorize the application: {auth_url}\n\nAfter authorization, you will receive a code. Please enter it in the application."
return build('gmail', 'v1', credentials=creds)
def get_email_content(service, msg_id):
"""Retrieves email content and metadata"""
try:
message = service.users().messages().get(userId='me', id=msg_id, format='full').execute()
headers = message['payload']['headers']
subject = next((h['value'] for h in headers if h['name'].lower() == 'subject'), 'No Subject')
from_email = next((h['value'] for h in headers if h['name'].lower() == 'from'), 'No Sender')
date = next((h['value'] for h in headers if h['name'].lower() == 'date'), 'No Date')
# Get email body
if 'parts' in message['payload']:
parts = message['payload']['parts']
data = parts[0]['body'].get('data', '')
else:
data = message['payload']['body'].get('data', '')
if data:
text = base64.urlsafe_b64decode(data).decode('utf-8')
else:
text = "No content available"
# Check for attachments
attachments = []
if 'parts' in message['payload']:
for part in message['payload']['parts']:
if 'filename' in part and part['filename']:
attachments.append(part['filename'])
return {
'subject': subject,
'from': from_email,
'date': date,
'content': text,
'attachments': attachments
}
except Exception as e:
return f"Error retrieving email: {str(e)}"
def classify_email(email_data):
"""Classifies email based on content and attachments"""
text = f"{email_data['subject']} {email_data['content']}".lower()
# Check attachments for CV/Resume
has_cv = any(
att.lower().endswith(('.pdf', '.doc', '.docx')) or
any(kw in att.lower() for kw in ['cv', 'resume'])
for att in email_data['attachments']
)
# Check content for keywords
is_job_related = has_cv or any(kw.lower() in text for kw in KEYWORDS['job_related'])
is_personal = any(kw.lower() in text for kw in KEYWORDS['personal'])
return {
'job_related': is_job_related,
'personal': is_personal,
'has_cv': has_cv
}
def fetch_emails(days_back, auth_code="", include_job=True, include_personal=True, progress=gr.Progress()):
"""Main function to fetch and filter emails"""
if not auth_code:
try:
# Configure OAuth2 flow for web application
flow = InstalledAppFlow.from_client_config(
CLIENT_CONFIG,
SCOPES,
redirect_uri="https://accounts.google.com/o/oauth2/auth" # Standard Google OAuth endpoint
)
# Generate authorization URL
auth_url, _ = flow.authorization_url(
access_type='offline',
include_granted_scopes='true'
)
return f"""Please follow these steps:
1. Click this link to authorize the application:
{auth_url}
2. Sign in with your Google account
3. Click 'Allow' to grant access
4. Copy the authorization code shown
5. Paste the code here and click 'Connect and Fetch Emails' again"""
except Exception as e:
return f"Error generating authorization URL: {str(e)}"
try:
# Process the auth code and fetch emails
flow = InstalledAppFlow.from_client_config(
CLIENT_CONFIG,
SCOPES,
redirect_uri="https://accounts.google.com/o/oauth2/auth" # Same redirect URI here
)
service = get_gmail_service(state_dict)
if isinstance(service, str):
# This means we got an auth URL instead of a service
return service
# Search for recent emails
query = f'after:{int((datetime.now() - timedelta(days=int(days_back))).timestamp())}'
results = service.users().messages().list(userId='me', q=query, maxResults=100).execute()
messages = results.get('messages', [])
if not messages:
return "No emails found in the specified time range."
filtered_emails = []
# Process emails with progress tracking
for i, message in enumerate(messages):
progress(i/len(messages), desc="Processing emails...")
email_data = get_email_content(service, message['id'])
if isinstance(email_data, str): # Error message
continue
classification = classify_email(email_data)
email_data.update(classification)
if ((include_job and classification['job_related']) or
(include_personal and classification['personal'])):
filtered_emails.append(email_data)
# Format output
output = f"Found {len(filtered_emails)} matching emails\n\n"
for email in filtered_emails:
output += f"π§ {email['subject']}\n"
output += f"From: {email['from']}\n"
output += f"Date: {email['date']}\n"
tags = []
if email['job_related']:
tags.append("π― Job Related")
if email['personal']:
tags.append("π€ Personal")
if email['has_cv']:
tags.append("π Has CV/Resume")
output += f"Tags: {', '.join(tags)}\n"
if email['attachments']:
output += "Attachments:\n"
for att in email['attachments']:
output += f"- {att}\n"
output += "\nContent Preview:\n"
preview = email['content'][:500] + "..." if len(email['content']) > 500 else email['content']
output += f"{preview}\n"
output += "-" * 80 + "\n\n"
return output
except Exception as e:
return f"Error: {str(e)}"
def create_interface():
with gr.Blocks(title="Email Filter") as demo:
gr.Markdown("# π§ Smart Email Filter")
gr.Markdown("Connect to your Gmail account to filter important emails")
auth_code = gr.Textbox(
label="Authorization Code (if required)",
placeholder="Enter the authorization code here after visiting the auth URL"
)
with gr.Row():
days_back = gr.Slider(
minimum=1,
maximum=30,
value=7,
step=1,
label="Days to look back"
)
include_job = gr.Checkbox(
value=True,
label="Include Job Related Emails"
)
include_personal = gr.Checkbox(
value=True,
label="Include Personal Emails"
)
fetch_button = gr.Button("Connect and Fetch Emails")
output = gr.Textbox(
label="Results",
lines=20,
show_copy_button=True
)
fetch_button.click(
fn=fetch_emails,
inputs=[days_back, auth_code, include_job, include_personal],
outputs=output
)
return demo
demo = create_interface()
demo.launch() |