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from fastapi import FastAPI, File, UploadFile | |
from fastapi.responses import JSONResponse | |
from fastapi.middleware.cors import CORSMiddleware | |
from typing import List | |
from langchain_community.chat_models import ChatOpenAI | |
from utils import process_file_with_dedoc, extract_text_from_all_levels, generate_formatted_resume, \ | |
generate_json_structured_resume | |
import shutil | |
import os | |
app = FastAPI() | |
app.add_middleware( | |
CORSMiddleware, | |
allow_origins=["*"], | |
allow_credentials=True, | |
allow_methods=["*"], | |
allow_headers=["*"], | |
) | |
ALLOWED_EXTENSIONS = {"jpg", "jpeg", "png", "docx", "pdf", "html", "doc"} | |
def allowed_file(filename): | |
return '.' in filename and filename.rsplit('.', 1)[1].lower() in ALLOWED_EXTENSIONS | |
async def parse_resume(files: List[UploadFile] = File(...)): | |
parsed_resumes = [] | |
for uploaded_file in files: | |
if allowed_file(uploaded_file.filename): | |
chat_llm_text = ChatOpenAI(model='gpt-3.5-turbo', temperature=0.0) | |
chat_llm_json = ChatOpenAI(model='gpt-3.5-turbo', temperature=0.0) | |
file_path = f"{uploaded_file.filename}" | |
print(file_path) | |
# Process the uploaded file asynchronously | |
text = await process_file_with_dedoc(uploaded_file) | |
text_f = await extract_text_from_all_levels(text) | |
# Generate parsed resume and parsed JSON resume asynchronously | |
parsed_resume = generate_formatted_resume(text_f, chat_llm_text) | |
parsed_json_resume = None | |
while parsed_json_resume is None: | |
# Execute your code to generate parsed_json_resume | |
parsed_json_resume = generate_json_structured_resume(text_f, chat_llm_json) | |
parsed_resumes.append({ | |
"file_name": uploaded_file.filename, | |
"parsed_resume": parsed_resume, | |
"parsed_json_resume": parsed_json_resume | |
}) | |
# Delete the uploaded file after processing | |
# os.remove("/temp_files/"+uploaded_file.filename) | |
# print(f"Deleted file: {uploaded_file.filename}") | |
else: | |
return JSONResponse(status_code=400, content={ | |
"message": "Invalid file type. Allowed file types are: jpg, jpeg, png, docx, pdf, html, doc"}) | |
return parsed_resumes | |
if __name__ == "__main__": | |
import uvicorn | |
uvicorn.run(app, host="0.0.0.0", port=8000) |