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Update app_hug.py
Browse files- app_hug.py +663 -7
app_hug.py
CHANGED
@@ -1,4 +1,617 @@
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from fastapi import FastAPI, HTTPException, BackgroundTasks
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from pydantic import BaseModel, EmailStr, Field
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from typing import Optional, Tuple
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from enum import Enum
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# Load environment variables (not needed on Hugging Face, but harmless)
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load_dotenv()
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# ------------------------------------------
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# Helper: Write GOOGLE_CREDENTIALS_JSON to file if needed
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# ------------------------------------------
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# FastAPI app
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# ------------------------------------------
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app = FastAPI(title="Recruitment Message Generator API", version="1.0.0")
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SCOPES = ["https://www.googleapis.com/auth/gmail.send"]
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openai_api_key = os.getenv("OPENAI_API_KEY")
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- Explains why this opportunity aligns with their background
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- Suggests next steps (like a call or meeting)
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- Maintains a warm, professional tone
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"""
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else: # followup
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prompt += """
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# ------------------------------------------
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@app.get("/")
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async def root():
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return {
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"message": "Recruitment Message Generator API",
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"version": "1.0.0",
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"endpoints": [
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"/generate-message",
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"/refine-message",
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"/authenticate",
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"/send-message",
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"/docs"
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-
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]
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}
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@app.post("/send-message", response_model=MessageResponse)
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async def send_message(request: SendMessageRequest):
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try:
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# Authenticate sender
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error=str(e)
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)
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@app.post("/generate-message", response_model=MessageResponse)
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async def generate_message(request: GenerateMessageRequest, background_tasks: BackgroundTasks):
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try:
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current_position = f"{request.current_role} at {request.current_company}"
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error=str(e)
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)
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-
@app.post("/refine-message", response_model=MessageResponse)
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async def refine_message(request: FeedbackRequest):
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try:
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email_subject, refined_message = refine_message_with_feedback(
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error=str(e)
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)
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-
@app.post("/authenticate", response_model=AuthenticateResponse)
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async def authenticate_user(request: AuthenticateRequest):
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try:
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if check_user_token_exists(request.email):
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@app.get("/health")
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async def health_check():
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return {"status": "healthy", "timestamp": datetime.utcnow().isoformat()}
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if __name__ == "__main__":
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import uvicorn
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uvicorn.run(app, host="0.0.0.0", port=8000)
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# from fastapi import FastAPI, HTTPException, BackgroundTasks
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# from pydantic import BaseModel, EmailStr, Field
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# from typing import Optional, Tuple
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# from enum import Enum
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# import os
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# import base64
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# import pickle
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# import pandas as pd
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# from dotenv import load_dotenv
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# from langchain_openai import ChatOpenAI
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# from langchain.schema import HumanMessage, SystemMessage
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# from email.mime.text import MIMEText
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# from google.auth.transport.requests import Request
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# from google.oauth2.credentials import Credentials
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# from google_auth_oauthlib.flow import InstalledAppFlow
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# from googleapiclient.discovery import build
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# from googleapiclient.errors import HttpError
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# from datetime import datetime
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# import json
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# # Load environment variables (not needed on Hugging Face, but harmless)
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# load_dotenv()
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# # ------------------------------------------
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# # Helper: Write GOOGLE_CREDENTIALS_JSON to file if needed
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# # ------------------------------------------
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# def ensure_credentials_file():
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# credentials_env = os.getenv("GOOGLE_CREDENTIALS_JSON")
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# credentials_path = "credentials_SYNAPSE.json"
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# if not os.path.exists(credentials_path):
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# if not credentials_env:
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# raise Exception("GOOGLE_CREDENTIALS_JSON not found in environment variables.")
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# try:
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# parsed_json = json.loads(credentials_env)
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# except json.JSONDecodeError:
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# raise Exception("Invalid JSON in GOOGLE_CREDENTIALS_JSON")
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# with open(credentials_path, "w") as f:
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# json.dump(parsed_json, f, indent=2)
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# return credentials_path
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# # ------------------------------------------
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# # FastAPI app
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# # ------------------------------------------
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# app = FastAPI(title="Recruitment Message Generator API", version="1.0.0")
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# SCOPES = ["https://www.googleapis.com/auth/gmail.send"]
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# openai_api_key = os.getenv("OPENAI_API_KEY")
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# # ------------------------------------------
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# # Enums and Models
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# # ------------------------------------------
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# class MessageType(str, Enum):
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# OUTREACH = "outreach"
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# INTRODUCTORY = "introductory"
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# FOLLOWUP = "followup"
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# class GenerateMessageRequest(BaseModel):
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# job_evaluation: Optional[str] = Field(None, description="(Optional) Recruiter's evaluation of candidate for the job")
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# sender_email: EmailStr
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# reply_to_email: Optional[EmailStr] = Field(None, description="Recruiter's email for reply-to header")
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# recipient_email: EmailStr
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# candidate_name: str
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# current_role: str
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# current_company: str
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# company_name: str
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# role: str
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# recruiter_name: str
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# organisation: str
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# message_type: MessageType
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# send_email: bool = False
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# past_conversation: Optional[str] = Field(None, description="(Optional) Previous messages with candidate")
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# class FeedbackRequest(BaseModel):
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# message: str
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# feedback: str
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# class AuthenticateRequest(BaseModel):
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# email: EmailStr
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# class AuthenticateResponse(BaseModel):
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# success: bool
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# message: str
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# error: Optional[str] = None
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# class MessageResponse(BaseModel):
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# success: bool
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# message: str
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# email_sent: bool = False
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# email_subject: Optional[str] = None
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# error: Optional[str] = None
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# class SendMessageRequest(BaseModel):
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# subject: str
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# email_body: str
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# sender_email: EmailStr
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# recipient_email: EmailStr
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# reply_to_email: Optional[EmailStr] = None
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# # ------------------------------------------
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# # Gmail Helper Functions
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# # ------------------------------------------
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# def get_token_file_path(email: str) -> str:
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# tokens_dir = "gmail_tokens"
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# if not os.path.exists(tokens_dir):
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# os.makedirs(tokens_dir)
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# safe_email = email.replace("@", "_at_").replace(".", "_dot_")
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# return os.path.join(tokens_dir, f"token_{safe_email}.pickle")
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# def check_user_token_exists(email: str) -> bool:
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# token_file = get_token_file_path(email)
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# return os.path.exists(token_file)
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# def load_user_credentials(email: str):
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# token_file = get_token_file_path(email)
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# if os.path.exists(token_file):
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# try:
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# with open(token_file, 'rb') as token:
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# creds = pickle.load(token)
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# return creds
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# except Exception:
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# if os.path.exists(token_file):
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# os.remove(token_file)
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# return None
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# def save_user_credentials(email: str, creds):
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# token_file = get_token_file_path(email)
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# with open(token_file, 'wb') as token:
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# pickle.dump(creds, token)
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# def create_new_credentials(email: str):
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# credentials_path = ensure_credentials_file()
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# flow = InstalledAppFlow.from_client_secrets_file(
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# credentials_path, SCOPES
|
134 |
+
# )
|
135 |
+
# creds = flow.run_local_server(port=0)
|
136 |
+
# save_user_credentials(email, creds)
|
137 |
+
# return creds
|
138 |
+
|
139 |
+
# def authenticate_gmail(email: str, create_if_missing: bool = False):
|
140 |
+
# creds = load_user_credentials(email)
|
141 |
+
# if creds:
|
142 |
+
# if creds.expired and creds.refresh_token:
|
143 |
+
# try:
|
144 |
+
# creds.refresh(Request())
|
145 |
+
# save_user_credentials(email, creds)
|
146 |
+
# except Exception:
|
147 |
+
# if create_if_missing:
|
148 |
+
# try:
|
149 |
+
# creds = create_new_credentials(email)
|
150 |
+
# except:
|
151 |
+
# return None
|
152 |
+
# else:
|
153 |
+
# return None
|
154 |
+
# elif not creds.valid:
|
155 |
+
# creds = None
|
156 |
+
# if not creds:
|
157 |
+
# if create_if_missing:
|
158 |
+
# try:
|
159 |
+
# creds = create_new_credentials(email)
|
160 |
+
# except:
|
161 |
+
# return None
|
162 |
+
# else:
|
163 |
+
# return None
|
164 |
+
# try:
|
165 |
+
# service = build("gmail", "v1", credentials=creds)
|
166 |
+
# return service
|
167 |
+
# except Exception:
|
168 |
+
# return None
|
169 |
+
|
170 |
+
# from email.mime.text import MIMEText
|
171 |
+
|
172 |
+
# def create_email_message(sender: str, to: str, subject: str, message_text: str, reply_to: Optional[str] = None, is_html: bool = False):
|
173 |
+
# if is_html:
|
174 |
+
# message = MIMEText(message_text, "html")
|
175 |
+
# else:
|
176 |
+
# message = MIMEText(message_text, "plain")
|
177 |
+
# message["To"] = to
|
178 |
+
# message["From"] = sender
|
179 |
+
# message["Subject"] = subject
|
180 |
+
# if reply_to:
|
181 |
+
# message["Reply-To"] = reply_to
|
182 |
+
# raw_message = base64.urlsafe_b64encode(message.as_bytes()).decode()
|
183 |
+
# return {"raw": raw_message}
|
184 |
+
|
185 |
+
# def send_gmail_message(service, user_id: str, message: dict):
|
186 |
+
# try:
|
187 |
+
# result = service.users().messages().send(userId=user_id, body=message).execute()
|
188 |
+
# return result is not None
|
189 |
+
# except HttpError:
|
190 |
+
# return False
|
191 |
+
|
192 |
+
# # ------------------------------------------
|
193 |
+
# # LLM (OpenAI) Message Generation Helpers
|
194 |
+
# # ------------------------------------------
|
195 |
+
# def refine_message_with_feedback(
|
196 |
+
# original_message: str,
|
197 |
+
# feedback: str,
|
198 |
+
# ) -> Tuple[str, str]:
|
199 |
+
# api_key = os.getenv("OPENAI_API_KEY")
|
200 |
+
# llm = ChatOpenAI(
|
201 |
+
# model="gpt-4o-mini",
|
202 |
+
# temperature=0.7,
|
203 |
+
# max_tokens=600,
|
204 |
+
# openai_api_key=api_key
|
205 |
+
# )
|
206 |
+
# prompt = f"""
|
207 |
+
# Please refine the following recruitment message based on the provided feedback:
|
208 |
+
|
209 |
+
# ORIGINAL MESSAGE:
|
210 |
+
# {original_message}
|
211 |
+
|
212 |
+
# FEEDBACK:
|
213 |
+
# {feedback}
|
214 |
+
|
215 |
+
# Please provide your response in the following format:
|
216 |
+
# SUBJECT: [Your subject line here]
|
217 |
+
|
218 |
+
# BODY:
|
219 |
+
# [Your refined email body content here]
|
220 |
+
# Keep the same tone and intent as the original message, but incorporate the feedback to improve it.
|
221 |
+
# """
|
222 |
+
# try:
|
223 |
+
# messages = [
|
224 |
+
# SystemMessage(content="You are a professional recruitment message writer. Refine the given message based on feedback while maintaining professionalism and the original intent."),
|
225 |
+
# HumanMessage(content=prompt)
|
226 |
+
# ]
|
227 |
+
# response = llm.invoke(messages)
|
228 |
+
# content = response.content.strip()
|
229 |
+
# subject_line = ""
|
230 |
+
# body_content = ""
|
231 |
+
# lines = content.split('\n')
|
232 |
+
# body_found = False
|
233 |
+
# body_lines = []
|
234 |
+
# for line in lines:
|
235 |
+
# if line.strip().startswith('SUBJECT:'):
|
236 |
+
# subject_line = line.replace('SUBJECT:', '').strip()
|
237 |
+
# elif line.strip().startswith('BODY:'):
|
238 |
+
# body_found = True
|
239 |
+
# elif body_found and line.strip():
|
240 |
+
# body_lines.append(line)
|
241 |
+
# body_content = '\n'.join(body_lines).strip()
|
242 |
+
# if not subject_line:
|
243 |
+
# subject_line = "Recruitment Opportunity - Updated"
|
244 |
+
# if not body_content:
|
245 |
+
# body_content = content
|
246 |
+
# return subject_line, body_content
|
247 |
+
# except Exception as e:
|
248 |
+
# raise HTTPException(status_code=500, detail=f"Error refining message: {str(e)}")
|
249 |
+
|
250 |
+
# def generate_recruitment_message_with_subject(
|
251 |
+
# msg_type: str,
|
252 |
+
# company: str,
|
253 |
+
# role_title: str,
|
254 |
+
# recruiter: str,
|
255 |
+
# org: str,
|
256 |
+
# candidate: str,
|
257 |
+
# current_pos: str,
|
258 |
+
# evaluation: Optional[str] = None,
|
259 |
+
# feedback: Optional[str] = None,
|
260 |
+
# past_conversation: Optional[str] = None
|
261 |
+
# ) -> Tuple[str, str]:
|
262 |
+
# api_key = os.getenv("OPENAI_API_KEY")
|
263 |
+
# llm = ChatOpenAI(
|
264 |
+
# model="gpt-4o-mini",
|
265 |
+
# temperature=0.7,
|
266 |
+
# max_tokens=600,
|
267 |
+
# openai_api_key=api_key
|
268 |
+
# )
|
269 |
+
# # Outreach: Only request consent
|
270 |
+
# if msg_type == "outreach":
|
271 |
+
# prompt = f"""
|
272 |
+
# Generate a professional initial outreach message to a candidate.
|
273 |
+
# - Introduce yourself as {recruiter} from {org}
|
274 |
+
# - Clearly state you are reaching out about an open role ({role_title}) at {company}
|
275 |
+
# - Ask if they are open to learning more or interested in a quick chat.
|
276 |
+
# - Do NOT discuss any job evaluation or judgment.
|
277 |
+
# - Explicitly request their consent to share more details. E.g., 'Would you be open to hearing more about this opportunity?'
|
278 |
+
# - Keep it short and friendly.
|
279 |
+
# - No placeholders like [Candidate Name] or [Role Title] in the output.
|
280 |
+
# """
|
281 |
+
# else:
|
282 |
+
# base_prompt = f"""
|
283 |
+
# Generate a professional recruitment {msg_type} with the following details:
|
284 |
+
# - Company hiring: {company}
|
285 |
+
# - Role: {role_title}
|
286 |
+
# - Recruiter: {recruiter} from {org}
|
287 |
+
# - Candidate: {candidate}
|
288 |
+
# - Candidate's current position: {current_pos}
|
289 |
+
# """
|
290 |
+
# if evaluation:
|
291 |
+
# base_prompt += f"- Evaluation: {evaluation}\n"
|
292 |
+
# prompt = base_prompt
|
293 |
+
# if msg_type == "introductory":
|
294 |
+
# prompt += """
|
295 |
+
# Create an introductory message that:
|
296 |
+
# - Thanks the candidate for their initial response
|
297 |
+
# - Provides more details about the role and company
|
298 |
+
# - Explains why this opportunity aligns with their background
|
299 |
+
# - Suggests next steps (like a call or meeting)
|
300 |
+
# - Maintains a warm, professional tone
|
301 |
+
# """
|
302 |
+
# else: # followup
|
303 |
+
# prompt += """
|
304 |
+
# Create a follow-up message that:
|
305 |
+
# - References previous communication
|
306 |
+
# - Reiterates interest in the candidate
|
307 |
+
# - Addresses any potential concerns
|
308 |
+
# - Provides additional compelling reasons to consider the role
|
309 |
+
# - Includes a clear call to action
|
310 |
+
# """
|
311 |
+
|
312 |
+
# # Use feedback if provided
|
313 |
+
# if feedback:
|
314 |
+
# prompt += f"\n\nPlease modify the message based on this feedback: {feedback}"
|
315 |
+
|
316 |
+
# # Use past conversation if provided
|
317 |
+
# if past_conversation:
|
318 |
+
# prompt += f"""
|
319 |
+
# Use the following past conversation as context to inform your reply:
|
320 |
+
|
321 |
+
# PAST CONVERSATION:
|
322 |
+
# {past_conversation}
|
323 |
+
|
324 |
+
# Write a reply message to the candidate, maintaining professionalism and continuity.
|
325 |
+
# """
|
326 |
+
|
327 |
+
# prompt += """
|
328 |
+
|
329 |
+
# Please provide your response in the following format:
|
330 |
+
# SUBJECT: [Your subject line here]
|
331 |
+
|
332 |
+
# BODY:
|
333 |
+
# [Your email body content here]
|
334 |
+
# """
|
335 |
+
|
336 |
+
# try:
|
337 |
+
# messages = [
|
338 |
+
# SystemMessage(content="You are a professional recruitment message writer. Generate both an email subject line and body content. Follow the exact format requested."),
|
339 |
+
# HumanMessage(content=prompt)
|
340 |
+
# ]
|
341 |
+
# response = llm.invoke(messages)
|
342 |
+
# content = response.content.strip()
|
343 |
+
# subject_line = ""
|
344 |
+
# body_content = ""
|
345 |
+
# lines = content.split('\n')
|
346 |
+
# body_found = False
|
347 |
+
# body_lines = []
|
348 |
+
# for line in lines:
|
349 |
+
# if line.strip().startswith('SUBJECT:'):
|
350 |
+
# subject_line = line.replace('SUBJECT:', '').strip()
|
351 |
+
# elif line.strip().startswith('BODY:'):
|
352 |
+
# body_found = True
|
353 |
+
# elif body_found and line.strip():
|
354 |
+
# body_lines.append(line)
|
355 |
+
# body_content = '\n'.join(body_lines).strip()
|
356 |
+
# if not subject_line:
|
357 |
+
# subject_line = f"Opportunity at {company} - {role_title}"
|
358 |
+
# if not body_content:
|
359 |
+
# body_content = content
|
360 |
+
# return subject_line, body_content
|
361 |
+
# except Exception as e:
|
362 |
+
# raise HTTPException(status_code=500, detail=f"Error generating message: {str(e)}")
|
363 |
+
|
364 |
+
|
365 |
+
# def format_email_html(body: str, sender_name: Optional[str]=None, sender_org: Optional[str]=None):
|
366 |
+
# """Wrap plain text body in an HTML template for better appearance."""
|
367 |
+
# # Convert consecutive line breaks into HTML paragraphs
|
368 |
+
# import re
|
369 |
+
# # Smart paragraphing
|
370 |
+
# body = re.sub(r"\n\s*\n", "</p><p>", body.strip()) # Double newlines => new paragraph
|
371 |
+
# body = re.sub(r"\n", "<br>", body) # Single newlines => <br>
|
372 |
+
# # Optional signature
|
373 |
+
# signature = ""
|
374 |
+
# if sender_name or sender_org:
|
375 |
+
# signature = "<br><br>Best regards,<br>"
|
376 |
+
# if sender_name:
|
377 |
+
# signature += f"{sender_name}<br>"
|
378 |
+
# if sender_org:
|
379 |
+
# signature += f"{sender_org}"
|
380 |
+
# html = f"""
|
381 |
+
# <html>
|
382 |
+
# <body style="font-family: Arial, sans-serif; color: #222; line-height: 1.7; max-width: 540px;">
|
383 |
+
# <p>{body}</p>
|
384 |
+
# {signature}
|
385 |
+
# </body>
|
386 |
+
# </html>
|
387 |
+
# """
|
388 |
+
# return html
|
389 |
+
|
390 |
+
|
391 |
+
# # ------------------------------------------
|
392 |
+
# # FastAPI Endpoints
|
393 |
+
# # ------------------------------------------
|
394 |
+
# @app.get("/")
|
395 |
+
# async def root():
|
396 |
+
# return {
|
397 |
+
# "message": "Recruitment Message Generator API",
|
398 |
+
# "version": "1.0.0",
|
399 |
+
# "endpoints": [
|
400 |
+
# "/generate-message",
|
401 |
+
# "/refine-message",
|
402 |
+
# "/authenticate",
|
403 |
+
# "/send-message",
|
404 |
+
# "/docs"
|
405 |
+
|
406 |
+
# ]
|
407 |
+
# }
|
408 |
+
|
409 |
+
# @app.post("/send-message", response_model=MessageResponse)
|
410 |
+
# async def send_message(request: SendMessageRequest):
|
411 |
+
# try:
|
412 |
+
# # Authenticate sender
|
413 |
+
# service = authenticate_gmail(request.sender_email)
|
414 |
+
# if not service:
|
415 |
+
# return MessageResponse(
|
416 |
+
# success=False,
|
417 |
+
# message="",
|
418 |
+
# error="Gmail authentication failed"
|
419 |
+
# )
|
420 |
+
|
421 |
+
|
422 |
+
# formatted_html = format_email_html(
|
423 |
+
# request.email_body
|
424 |
+
# )
|
425 |
+
# # Create the email
|
426 |
+
# email_message = create_email_message(
|
427 |
+
# sender=request.sender_email,
|
428 |
+
# to=request.recipient_email,
|
429 |
+
# subject=request.subject,
|
430 |
+
# message_text=formatted_html,
|
431 |
+
# reply_to=request.reply_to_email,
|
432 |
+
# is_html=True
|
433 |
+
# )
|
434 |
+
# # Send the email
|
435 |
+
# email_sent = send_gmail_message(service, "me", email_message)
|
436 |
+
# if email_sent:
|
437 |
+
# return MessageResponse(
|
438 |
+
# success=True,
|
439 |
+
# message="Email sent successfully.",
|
440 |
+
# email_sent=True,
|
441 |
+
# email_subject=request.subject
|
442 |
+
# )
|
443 |
+
# else:
|
444 |
+
# return MessageResponse(
|
445 |
+
# success=False,
|
446 |
+
# message="",
|
447 |
+
# email_sent=False,
|
448 |
+
# email_subject=request.subject,
|
449 |
+
# error="Failed to send via Gmail API"
|
450 |
+
# )
|
451 |
+
# except Exception as e:
|
452 |
+
# return MessageResponse(
|
453 |
+
# success=False,
|
454 |
+
# message="",
|
455 |
+
# error=str(e)
|
456 |
+
# )
|
457 |
+
|
458 |
+
# @app.post("/generate-message", response_model=MessageResponse)
|
459 |
+
# async def generate_message(request: GenerateMessageRequest, background_tasks: BackgroundTasks):
|
460 |
+
# try:
|
461 |
+
# current_position = f"{request.current_role} at {request.current_company}"
|
462 |
+
# email_subject, generated_message = generate_recruitment_message_with_subject(
|
463 |
+
# msg_type=request.message_type.value.replace('followup', 'follow-up'),
|
464 |
+
# company=request.company_name,
|
465 |
+
# role_title=request.role,
|
466 |
+
# recruiter=request.recruiter_name,
|
467 |
+
# org=request.organisation,
|
468 |
+
# candidate=request.candidate_name,
|
469 |
+
# current_pos=current_position,
|
470 |
+
# evaluation=request.job_evaluation,
|
471 |
+
# past_conversation=request.past_conversation
|
472 |
+
# )
|
473 |
+
# email_sent = False
|
474 |
+
# if request.send_email:
|
475 |
+
# registered_users = []
|
476 |
+
# if os.path.exists("registered_users.csv"):
|
477 |
+
# df = pd.read_csv("registered_users.csv")
|
478 |
+
# registered_users = df['email'].tolist() if 'email' in df.columns else []
|
479 |
+
# if request.sender_email.lower() not in [user.lower() for user in registered_users]:
|
480 |
+
# return MessageResponse(
|
481 |
+
# success=True,
|
482 |
+
# message=generated_message,
|
483 |
+
# email_sent=False,
|
484 |
+
# email_subject=email_subject,
|
485 |
+
# error="Email not sent: Sender email is not registered"
|
486 |
+
# )
|
487 |
+
# service = authenticate_gmail(request.sender_email)
|
488 |
+
# if service:
|
489 |
+
# formatted_html = format_email_html(
|
490 |
+
# generated_message,
|
491 |
+
# sender_name=request.recruiter_name,
|
492 |
+
# sender_org=request.organisation
|
493 |
+
# )
|
494 |
+
# email_message = create_email_message(
|
495 |
+
# sender=request.sender_email,
|
496 |
+
# to=request.recipient_email,
|
497 |
+
# subject=email_subject,
|
498 |
+
# message_text=formatted_html,
|
499 |
+
# reply_to=request.reply_to_email,
|
500 |
+
# is_html=True
|
501 |
+
# )
|
502 |
+
# email_sent = send_gmail_message(service, "me", email_message)
|
503 |
+
# if not email_sent:
|
504 |
+
# return MessageResponse(
|
505 |
+
# success=True,
|
506 |
+
# message=generated_message,
|
507 |
+
# email_sent=False,
|
508 |
+
# email_subject=email_subject,
|
509 |
+
# error="Email not sent: Failed to send via Gmail API"
|
510 |
+
# )
|
511 |
+
# else:
|
512 |
+
# return MessageResponse(
|
513 |
+
# success=True,
|
514 |
+
# message=generated_message,
|
515 |
+
# email_sent=False,
|
516 |
+
# email_subject=email_subject,
|
517 |
+
# error="Email not sent: Gmail authentication failed"
|
518 |
+
# )
|
519 |
+
# return MessageResponse(
|
520 |
+
# success=True,
|
521 |
+
# message=generated_message,
|
522 |
+
# email_sent=email_sent,
|
523 |
+
# email_subject=email_subject
|
524 |
+
# )
|
525 |
+
# except Exception as e:
|
526 |
+
# return MessageResponse(
|
527 |
+
# success=False,
|
528 |
+
# message="",
|
529 |
+
# error=str(e)
|
530 |
+
# )
|
531 |
+
|
532 |
+
# @app.post("/refine-message", response_model=MessageResponse)
|
533 |
+
# async def refine_message(request: FeedbackRequest):
|
534 |
+
# try:
|
535 |
+
# email_subject, refined_message = refine_message_with_feedback(
|
536 |
+
# original_message=request.message,
|
537 |
+
# feedback=request.feedback
|
538 |
+
# )
|
539 |
+
# return MessageResponse(
|
540 |
+
# success=True,
|
541 |
+
# message=refined_message,
|
542 |
+
# email_sent=False,
|
543 |
+
# email_subject=email_subject
|
544 |
+
# )
|
545 |
+
# except Exception as e:
|
546 |
+
# return MessageResponse(
|
547 |
+
# success=False,
|
548 |
+
# message="",
|
549 |
+
# error=str(e)
|
550 |
+
# )
|
551 |
+
|
552 |
+
# @app.post("/authenticate", response_model=AuthenticateResponse)
|
553 |
+
# async def authenticate_user(request: AuthenticateRequest):
|
554 |
+
# try:
|
555 |
+
# if check_user_token_exists(request.email):
|
556 |
+
# service = authenticate_gmail(request.email, create_if_missing=False)
|
557 |
+
# if service:
|
558 |
+
# return AuthenticateResponse(
|
559 |
+
# success=True,
|
560 |
+
# message="User already authenticated and token is valid"
|
561 |
+
# )
|
562 |
+
# else:
|
563 |
+
# service = authenticate_gmail(request.email, create_if_missing=True)
|
564 |
+
# if service:
|
565 |
+
# return AuthenticateResponse(
|
566 |
+
# success=True,
|
567 |
+
# message="Token refreshed successfully"
|
568 |
+
# )
|
569 |
+
# else:
|
570 |
+
# return AuthenticateResponse(
|
571 |
+
# success=False,
|
572 |
+
# message="Failed to refresh token",
|
573 |
+
# error="Could not refresh existing token. Please check credentials.json"
|
574 |
+
# )
|
575 |
+
# else:
|
576 |
+
# try:
|
577 |
+
# creds = create_new_credentials(request.email)
|
578 |
+
# if creds:
|
579 |
+
# return AuthenticateResponse(
|
580 |
+
# success=True,
|
581 |
+
# message="Authentication successful. Token created and saved."
|
582 |
+
# )
|
583 |
+
# else:
|
584 |
+
# return AuthenticateResponse(
|
585 |
+
# success=False,
|
586 |
+
# message="Authentication failed",
|
587 |
+
# error="Failed to create credentials"
|
588 |
+
# )
|
589 |
+
# except Exception as e:
|
590 |
+
# return AuthenticateResponse(
|
591 |
+
# success=False,
|
592 |
+
# message="Authentication failed",
|
593 |
+
# error=str(e)
|
594 |
+
# )
|
595 |
+
# except Exception as e:
|
596 |
+
# return AuthenticateResponse(
|
597 |
+
# success=False,
|
598 |
+
# message="Authentication error",
|
599 |
+
# error=str(e)
|
600 |
+
# )
|
601 |
+
|
602 |
+
# @app.get("/health")
|
603 |
+
# async def health_check():
|
604 |
+
# return {"status": "healthy", "timestamp": datetime.utcnow().isoformat()}
|
605 |
+
|
606 |
+
# if __name__ == "__main__":
|
607 |
+
# import uvicorn
|
608 |
+
# uvicorn.run(app, host="0.0.0.0", port=8000)
|
609 |
+
|
610 |
+
|
611 |
+
|
612 |
+
from fastapi import FastAPI, HTTPException, BackgroundTasks, Depends, Header, status
|
613 |
+
from fastapi.middleware.cors import CORSMiddleware
|
614 |
+
from fastapi.security import APIKeyHeader
|
615 |
from pydantic import BaseModel, EmailStr, Field
|
616 |
from typing import Optional, Tuple
|
617 |
from enum import Enum
|
|
|
634 |
# Load environment variables (not needed on Hugging Face, but harmless)
|
635 |
load_dotenv()
|
636 |
|
637 |
+
# ------------------------------------------
|
638 |
+
# Security Configuration
|
639 |
+
# ------------------------------------------
|
640 |
+
API_PASSWORD = os.getenv("API_PASSWORD", "Synapse@2025") # Can be overridden by env var
|
641 |
+
api_key_header = APIKeyHeader(name="X-API-Key", auto_error=False)
|
642 |
+
|
643 |
+
def verify_api_key(api_key: Optional[str] = Depends(api_key_header)) -> str:
|
644 |
+
"""
|
645 |
+
Verify the API key/password provided in the request header.
|
646 |
+
"""
|
647 |
+
if api_key is None:
|
648 |
+
raise HTTPException(
|
649 |
+
status_code=status.HTTP_401_UNAUTHORIZED,
|
650 |
+
detail="API Key required. Please provide X-API-Key header.",
|
651 |
+
headers={"WWW-Authenticate": "ApiKey"},
|
652 |
+
)
|
653 |
+
|
654 |
+
if api_key != API_PASSWORD:
|
655 |
+
raise HTTPException(
|
656 |
+
status_code=status.HTTP_401_UNAUTHORIZED,
|
657 |
+
detail="Invalid API Key",
|
658 |
+
headers={"WWW-Authenticate": "ApiKey"},
|
659 |
+
)
|
660 |
+
|
661 |
+
return api_key
|
662 |
+
|
663 |
# ------------------------------------------
|
664 |
# Helper: Write GOOGLE_CREDENTIALS_JSON to file if needed
|
665 |
# ------------------------------------------
|
|
|
681 |
# FastAPI app
|
682 |
# ------------------------------------------
|
683 |
app = FastAPI(title="Recruitment Message Generator API", version="1.0.0")
|
684 |
+
app.add_middleware(
|
685 |
+
CORSMiddleware,
|
686 |
+
allow_origins=["*"],
|
687 |
+
allow_credentials=True,
|
688 |
+
allow_methods=["*"],
|
689 |
+
allow_headers=["*"],
|
690 |
+
)
|
691 |
|
692 |
SCOPES = ["https://www.googleapis.com/auth/gmail.send"]
|
693 |
openai_api_key = os.getenv("OPENAI_API_KEY")
|
|
|
944 |
- Explains why this opportunity aligns with their background
|
945 |
- Suggests next steps (like a call or meeting)
|
946 |
- Maintains a warm, professional tone
|
947 |
+
- if in the Evaluation the verdict is rejected, Send a rejection message instead.
|
948 |
"""
|
949 |
else: # followup
|
950 |
prompt += """
|
|
|
1040 |
# ------------------------------------------
|
1041 |
@app.get("/")
|
1042 |
async def root():
|
1043 |
+
"""Root endpoint - public access"""
|
1044 |
return {
|
1045 |
"message": "Recruitment Message Generator API",
|
1046 |
"version": "1.0.0",
|
1047 |
+
"authentication": "Required for all endpoints except / and /health",
|
1048 |
+
"auth_header": "X-API-Key",
|
1049 |
"endpoints": [
|
1050 |
"/generate-message",
|
1051 |
"/refine-message",
|
1052 |
"/authenticate",
|
1053 |
"/send-message",
|
1054 |
"/docs"
|
|
|
1055 |
]
|
1056 |
}
|
1057 |
|
1058 |
+
@app.post("/send-message", response_model=MessageResponse, dependencies=[Depends(verify_api_key)])
|
1059 |
async def send_message(request: SendMessageRequest):
|
1060 |
try:
|
1061 |
# Authenticate sender
|
|
|
1104 |
error=str(e)
|
1105 |
)
|
1106 |
|
1107 |
+
@app.post("/generate-message", response_model=MessageResponse, dependencies=[Depends(verify_api_key)])
|
1108 |
async def generate_message(request: GenerateMessageRequest, background_tasks: BackgroundTasks):
|
1109 |
try:
|
1110 |
current_position = f"{request.current_role} at {request.current_company}"
|
|
|
1178 |
error=str(e)
|
1179 |
)
|
1180 |
|
1181 |
+
@app.post("/refine-message", response_model=MessageResponse, dependencies=[Depends(verify_api_key)])
|
1182 |
async def refine_message(request: FeedbackRequest):
|
1183 |
try:
|
1184 |
email_subject, refined_message = refine_message_with_feedback(
|
|
|
1198 |
error=str(e)
|
1199 |
)
|
1200 |
|
1201 |
+
@app.post("/authenticate", response_model=AuthenticateResponse, dependencies=[Depends(verify_api_key)])
|
1202 |
async def authenticate_user(request: AuthenticateRequest):
|
1203 |
try:
|
1204 |
if check_user_token_exists(request.email):
|
|
|
1250 |
|
1251 |
@app.get("/health")
|
1252 |
async def health_check():
|
1253 |
+
"""Health check endpoint - public access"""
|
1254 |
return {"status": "healthy", "timestamp": datetime.utcnow().isoformat()}
|
1255 |
|
1256 |
+
# Protected documentation endpoint
|
1257 |
+
@app.get("/docs", dependencies=[Depends(verify_api_key)])
|
1258 |
+
async def get_documentation():
|
1259 |
+
"""This will be handled by FastAPI's built-in docs"""
|
1260 |
+
pass
|
1261 |
+
|
1262 |
if __name__ == "__main__":
|
1263 |
import uvicorn
|
1264 |
+
uvicorn.run(app, host="0.0.0.0", port=8000)
|