build structure

HDML-FaceDetection.log

@@ -0,0 +1 @@
+Time:05:29:53 PM, Execution Done and Total Successfull Execution : 1, Payload:url='https://bl-bucket.sgp1.digitaloceanspaces.com/pulse/faceDetection/lvglbz46yd9et1qknf/faceDetection-original', Result:{}

README.MD

@@ -0,0 +1,5 @@
+### Himel_Face_Detection
+
+# Himel app 
+------------
+ngrok config add-authtoken 2Qm8hS1zPhVXiLjEdlI4738tLzF_2QJwGJMK5oTbQD33QSVXS && sudo apt update && sudo apt upgrade && ngrok http --domain=hawkeyes.ngrok.app 8000

data/teamData.py

@@ -0,0 +1,289 @@
+
+member_details = {
+                    "munna": {
+                        "Name": "Arifur Rahman Munna",
+                        "Designation": "Technology Manager",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "arif@hedigital.tech",
+                        "Concact Number": "+8801571322757",
+                        "Joining Date": "Aug-21",
+                        "Date of Birth": "25-Dec",
+                        "Blood Group": "O+",
+                        "Linkedin": "https://www.linkedin.com/in/munnasorder/"
+                    },
+                    "rakib": {
+                        "Name": "Md.Rakibul Hasan Naym",
+                        "Designation": "Junior AI Engineer",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "naym.mj@gmail.com",
+                        "Concact Number": "+8801638830165",
+                        "Joining Date": "Mar-23",
+                        "Date of Birth": "5-Jun",
+                        "Blood Group": "A+",
+                        "Linkedin": "https://www.linkedin.com/in/md-rakibul-hasan-naym-625263229/"
+                    },
+                    "sakib": {
+                        "Name": "Mahbubul Hasan Sakib",
+                        "Designation": "Jr. Software Engineer(Node js)",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "mahbubulhasan179@gmail.com",
+                        "Concact Number": "+8801812346095",
+                        "Joining Date": "May-23",
+                        "Date of Birth": "4-Aug",
+                        "Blood Group": "O+",
+                        "Linkedin": "https://www.linkedin.com/in/mhsakib29/"
+                    },
+                    "shahadat": {
+                        "Name": "Md. Shahadot Hossain",
+                        "Designation": "Jr. React Native Developer",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "shahadotrahat786@gmail.com",
+                        "Concact Number": "+8801775020582",
+                        "Joining Date": "Jun-23",
+                        "Date of Birth": "6-Feb",
+                        "Blood Group": "B+",
+                        "Linkedin": "https://www.linkedin.com/in/shahadot786/"
+                    },
+                    "minhaz": {
+                        "Name": "S.M. Minhazul Abedin Shouhug",
+                        "Designation": "Jr. React Native Developer",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "minhazulabedin44@gmail.com",
+                        "Concact Number": "+880182411744",
+                        "Joining Date": "Jun-23",
+                        "Date of Birth": "1-Jan",
+                        "Blood Group": "B+",
+                        "Linkedin": "https://www.linkedin.com/in/minhaz19/"
+                    },
+                    "himel": {
+                        "Name": "Mehedi Mohammad Himel",
+                        "Designation": "Junior AI Engineer",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "himel@hedigital.tech",
+                        "Concact Number": "+8801841021211",
+                        "Joining Date": "Jun-23",
+                        "Date of Birth": "20-Mar",
+                        "Blood Group": "B+",
+                        "Linkedin": "https://www.linkedin.com/in/mm-himel/"
+                    },
+                    "ferdous": {
+                        "Name": "Mirza Ferdous Ohid",
+                        "Designation": "Managing Director & CEO",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "ferdous@hedigital.tech",
+                        "Concact Number": "+8801711081888",
+                        "Joining Date": "****",
+                        "Date of Birth": "21-July",
+                        "Blood Group": "O+",
+                        "Linkedin": "https://www.linkedin.com/in/mirza-ferdous-ohid-70b16236/"
+                    },
+                    "aiyub": {
+                        "Name": "Md. Aiyubali",
+                        "Designation": "Jr. AI Engineer",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "aiyub@hedigital.tech",
+                        "Concact Number": "01650027810",
+                        "Joining Date": "2-Dec-23",
+                        "Date of Birth": "4-Jan-1999",
+                        "Blood Group": "O+",
+                        "Linkedin": ""
+                    },
+                    "shanin": {
+                        "Name": "Md Shakhawat Hossain",
+                        "Designation": "Jr. AI Engineer",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "shanin@hedigital.tech",
+                        "Concact Number": "01778198423",
+                        "Joining Date": "15-Jan-2023",
+                        "Date of Birth": "15-Jun-2001",
+                        "Blood Group": "AB+",
+                        "Linkedin": ""
+                    },
+                    "walid": {
+                        "Name": "Walid Al Hasan",
+                        "Designation": "Intern",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "walid@hedigital.tech",
+                        "Concact Number": "01792103884",
+                        "Joining Date": "3-Feb-2024",
+                        "Date of Birth": "25-May-2000",
+                        "Blood Group": "A+",
+                        "Linkedin": ""
+                    },
+                    "jony": {
+                        "Name": "Md Razikul Islam Jony",
+                        "Designation": "Jr. Frontend Developer",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "razikuljoni@gmail.com",
+                        "Concact Number": "01623208660",
+                        "Joining Date": "11-Feb-2024",
+                        "Date of Birth": "24-Oct-2001",
+                        "Blood Group": "B+",
+                        "Linkedin": ""
+                    },
+                    "waliullah": {
+                        "Name": "Md Ollullah Sardar",
+                        "Designation": "Jr. Backend Developer",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "oliullah@hedigital.tech",
+                        "Concact Number": "01643616707",
+                        "Joining Date": "2-Mar-2024",
+                        "Date of Birth": "20-Jun-1998",
+                        "Blood Group": "O+",
+                        "Linkedin": ""
+                    },
+                    "sajal": {
+                        "Name": "Mohammad Assaduzzaman",
+                        "Designation": "Asst. Manager",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "sajal@hedigital.tech",
+                        "Concact Number": "01321119233",
+                        "Joining Date": "17-Jan-2020",
+                        "Date of Birth": "24-Feb-1993",
+                        "Blood Group": "O+",
+                        "Linkedin": ""
+                    },
+                    "deba": {
+                        "Name": "Deba Prasad Mistry",
+                        "Designation": "",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "deba.hedigital@gmail.com",
+                        "Concact Number": "01795807053",
+                        "Joining Date": "10-Jan-2020",
+                        "Date of Birth": "29-Dec-1995",
+                        "Blood Group": "B+",
+                        "Linkedin": ""
+                    },
+                    "nayem": {
+                        "Name": "Saidul Alam Nayem",
+                        "Designation": "Asst. Manager",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "nayem@hedigital.tech",
+                        "Concact Number": "01321119224",
+                        "Joining Date": "8-Jul-2020",
+                        "Date of Birth": "29-Jan-1995",
+                        "Blood Group": "AB+",
+                        "Linkedin": ""
+                    },
+                    "rasel": {
+                        "Name": "Rasedul Islam Rasel",
+                        "Designation": "Senior Executive",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "rasel@hedigital.tech",
+                        "Concact Number": "rasel@hedigital.tech",
+                        "Joining Date": "10-Jan-2021",
+                        "Date of Birth": "9-Jan-1994",
+                        "Blood Group": "B+",
+                        "Linkedin": ""
+                    },
+                    "sagor": {
+                        "Name": "Md Mizanur Rahman Sagor",
+                        "Designation": "Executive",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "Sagor@hedigital.tech",
+                        "Concact Number": "01892479942",
+                        "Joining Date": "2-Dec-2023",
+                        "Date of Birth": "24-Apr-1997",
+                        "Blood Group": "O+",
+                        "Linkedin": ""
+                    },
+                    "tapan": {
+                        "Name": "Tapan Sutradhar",
+                        "Designation": "",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "tapan@hedigital.tech",
+                        "Concact Number": "01721 294453",
+                        "Joining Date": "23-Jul-2020",
+                        "Date of Birth": "22-Dec-1996",
+                        "Blood Group": "B+",
+                        "Linkedin": ""
+                    },
+                    "imran": {
+                        "Name": "Md Imran Hossain",
+                        "Designation": "Junior Executive",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "Imran@hedigital.tech",
+                        "Concact Number": "01329709023",
+                        "Joining Date": "2-Mar-2024",
+                        "Date of Birth": "29-Jul-1997",
+                        "Blood Group": "B+",
+                        "Linkedin": ""
+                    },
+                    "sabuj": {
+                        "Name": "Fakir Rabiul Islam",
+                        "Designation": "Executive ",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "rabuil.bght@gmail.com",
+                        "Concact Number": "01722555199",
+                        "Joining Date": "16-Nov-2023",
+                        "Date of Birth": "6-Jun-1989",
+                        "Blood Group": "A+",
+                        "Linkedin": ""
+                    },
+                    "rahmat": {
+                        "Name": "Md. Rahmat Ali",
+                        "Designation": "Executive ",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "rahmat@hedigital.tech",
+                        "Concact Number": "01321119231",
+                        "Joining Date": "12-Jan-2021",
+                        "Date of Birth": "12-Oct-1999",
+                        "Blood Group": "B+",
+                        "Linkedin": ""
+                    },
+                    "aymun": {
+                        "Name": "Aymun Khan",
+                        "Designation": "Executive ",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "ayman@hedigital.tech",
+                        "Concact Number": "01329709025",
+                        "Joining Date": "2-Jul-2023",
+                        "Date of Birth": "31-May-1997",
+                        "Blood Group": "O+",
+                        "Linkedin": ""
+                    },
+                    "nadim": {
+                        "Name": "Nadim Ahmmed",
+                        "Designation": "Executive ",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "nadim@hedigital.tech",
+                        "Concact Number": "01792303497",
+                        "Joining Date": "10-Jan-2020",
+                        "Date of Birth": "20-Sep-1995",
+                        "Blood Group": "B+",
+                        "Linkedin": ""
+                    },
+                    "tahmid": {
+                        "Name": "Md Tahmidur Rahman",
+                        "Designation": "Executive ",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "tahmid@hedigital.tech",
+                        "Concact Number": "01750796337",
+                        "Joining Date": "12-Jan-2021",
+                        "Date of Birth": "24-Sep-1997",
+                        "Blood Group": "B+",
+                        "Linkedin": ""
+                    },
+                    "adnan": {
+                        "Name": "M. A. Adnan",
+                        "Designation": "Junior Executive",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "adnan@hedigital.tech",
+                        "Concact Number": "01959225011",
+                        "Joining Date": "15-Feb-2024",
+                        "Date of Birth": "01 June 1995",
+                        "Blood Group": "A+",
+                        "Linkedin": ""
+                    },
+                    "saidul": {
+                        "Name": "Saidul Alam Sarker",
+                        "Designation": "",
+                        "Organization": "HawkEyes Digital Monitoring Limited",
+                        "E-mail": "",
+                        "Concact Number": "",
+                        "Joining Date": "",
+                        "Date of Birth": "",
+                        "Blood Group": "",
+                        "Linkedin": ""
+                    }
+                }

face_api.py

@@ -0,0 +1,88 @@
+from fastapi import FastAPI
+from pydantic import BaseModel
+import asyncio
+from typing import List, Union
+from face_main import *
+from datetime import datetime
+from face_main import *
+import uvicorn
+import logging
+import pytz
+import torch
+import json
+
+logging.basicConfig(filename="HDML-FaceDetection.log",
+                    filemode='w')
+logger = logging.getLogger("HDML")
+logger.setLevel(logging.DEBUG)
+file_handler = logging.FileHandler("HDML-FaceDetection.log")
+logger.addHandler(file_handler)
+total_done = 0
+total_error = 0
+
+app = FastAPI()
+
+class Item(BaseModel):
+    url: str
+
+def get_bd_time():
+    bd_timezone = pytz.timezone("Asia/Dhaka")
+    time_now = datetime.now(bd_timezone)
+    current_time = time_now.strftime("%I:%M:%S %p")
+    return current_time
+
+
+async def process_item(item: Item):
+    try:
+        result = await mainDet(item.url)
+        result = json.loads(result)
+        return result
+    finally:
+        torch.cuda.empty_cache()
+        pass
+
+async def process_items(items: Union[Item, List[Item]]):
+    print(type(items))
+    if type(items)==list:
+        coroutines = [process_item(item) for item in items]
+        results = await asyncio.gather(*coroutines)
+        print("multi : ",results)
+    else:
+        results = await process_item(items)
+        print("single : ", results)
+    return results
+
+
+
+@app.get("/status")
+async def status():
+    return "AI Server in running"
+
+@app.post("/tech")
+async def create_items(items: Union[Item, List[Item]]):
+    try:
+        results = await process_items(items)
+        print("Result Sent to User:", results)
+        print("###################################################################################################")
+        print(items)
+        print("Last Execution Time : ", get_bd_time())
+        return results
+    except Exception as e:
+        global total_error
+        total_error += 1
+        logger.info(f"Time:{get_bd_time()}, Execution Failed and Total Failed Execution : {total_error}, Payload:{items}, Error:{str(e)}")
+        logger.error(str(e))
+        return {"AI": f"Error: {str(e)}"}
+    finally:
+        global total_done
+        total_done +=1
+        logger.info(f"Time:{get_bd_time()}, Execution Done and Total Successfull Execution : {total_done}, Payload:{items}, Result:{results}")
+        torch.cuda.empty_cache()
+        pass
+
+if __name__ == "__main__":
+    try:
+        del faceModel
+        uvicorn.run(app, host="127.0.0.1", port=8585)
+    finally:
+        torch.cuda.empty_cache()

face_main.py

@@ -0,0 +1,70 @@
+import json
+import pandas as pd
+import asyncio
+import base64
+from PIL import Image, ImageDraw
+from aiohttp import ClientSession
+from io import BytesIO
+from data.teamData import member_details
+from model.model import faceModel
+
+
+async def getImage(img_url):
+    async with ClientSession() as session:
+        try:
+            async with session.get(img_url) as response:
+                img_data = await response.read()
+                return BytesIO(img_data)
+        except Exception as e:
+            print({"Error in getImage":str(e)})
+
+
+async def detection(model,img_content):
+    try:
+        img = Image.open(img_content)
+        # result = model(img)
+        result = model(img,device=0,conf=0.6)
+        detection = {}
+        data = json.loads(result[0].tojson())
+        if len(data) == 0:
+            res = {"AI": "Not Found"}
+            detection.update(res)
+        else:
+            df = pd.DataFrame(data)
+            name_counts = df['name'].value_counts().sort_index()
+            
+            for name, count in name_counts.items():
+                res = {name: count}
+                detection.update(res)
+        return detection
+    except Exception as e:
+        print({"Error in detection":str(e)})
+
+
+
+
+async def format_result(ai_result,convert_data):
+    try:
+        result = {}
+        for i,j in ai_result.items():
+            if i in member_details:
+                result.update({i:member_details[i]})
+        return result
+    except Exception as e:
+        print({"Error in format_result":str(e)})
+
+
+
+
+
+
+async def mainDet(url):
+    try:
+        image = await asyncio.create_task(getImage(url))
+        detect_data = await asyncio.create_task(detection(faceModel, image))
+        result = await asyncio.create_task(format_result(detect_data,member_details))
+        return json.dumps(result)
+
+    except Exception as e:
+        print({"Error in mainDet":str(e)})
+

model/faceModel.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:26362c28745a6d1b6040f46f56830c40ba159cff779424526d1470142e3b73ce
+size 195280017

model/model.py

@@ -0,0 +1,6 @@
+from ultralytics import YOLO
+
+
+faceModel = YOLO("model/faceModel.pt").cuda()
+
+faceModel.to(device=0)

test.ipynb

@@ -0,0 +1,476 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from data.teamData import member_details\n",
+    "d = {}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for i,j in member_details.items():\n",
+    "    data = {i.lower():j}\n",
+    "    d.update(data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'munna': {'Name': 'Arifur Rahman Munna',\n",
+       "  'Designation': 'Technology Manager',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': 'arif@hedigital.tech',\n",
+       "  'Concact Number': '+8801571322757',\n",
+       "  'Joining Date': 'Aug-21',\n",
+       "  'Date of Birth': '25-Dec',\n",
+       "  'Blood Group': 'O+',\n",
+       "  'Linkedin': 'https://www.linkedin.com/in/munnasorder/'},\n",
+       " 'rakib': {'Name': 'Md.Rakibul Hasan Naym',\n",
+       "  'Designation': 'Junior AI Engineer',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': 'naym.mj@gmail.com',\n",
+       "  'Concact Number': '+8801638830165',\n",
+       "  'Joining Date': 'Mar-23',\n",
+       "  'Date of Birth': '5-Jun',\n",
+       "  'Blood Group': 'A+',\n",
+       "  'Linkedin': 'https://www.linkedin.com/in/md-rakibul-hasan-naym-625263229/'},\n",
+       " 'sakib': {'Name': 'Mahbubul Hasan Sakib',\n",
+       "  'Designation': 'Jr. Software Engineer(Node js)',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': 'mahbubulhasan179@gmail.com',\n",
+       "  'Concact Number': '+8801812346095',\n",
+       "  'Joining Date': 'May-23',\n",
+       "  'Date of Birth': '4-Aug',\n",
+       "  'Blood Group': 'O+',\n",
+       "  'Linkedin': 'https://www.linkedin.com/in/mhsakib29/'},\n",
+       " 'shahadat': {'Name': 'Md. Shahadot Hossain',\n",
+       "  'Designation': 'Jr. React Native Developer',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': 'shahadotrahat786@gmail.com',\n",
+       "  'Concact Number': '+8801775020582',\n",
+       "  'Joining Date': 'Jun-23',\n",
+       "  'Date of Birth': '6-Feb',\n",
+       "  'Blood Group': 'B+',\n",
+       "  'Linkedin': 'https://www.linkedin.com/in/shahadot786/'},\n",
+       " 'minhaz': {'Name': 'S.M. Minhazul Abedin Shouhug',\n",
+       "  'Designation': 'Jr. React Native Developer',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': 'minhazulabedin44@gmail.com',\n",
+       "  'Concact Number': '+880182411744',\n",
+       "  'Joining Date': 'Jun-23',\n",
+       "  'Date of Birth': '1-Jan',\n",
+       "  'Blood Group': 'B+',\n",
+       "  'Linkedin': 'https://www.linkedin.com/in/minhaz19/'},\n",
+       " 'himel': {'Name': 'Mehedi Mohammad Himel',\n",
+       "  'Designation': 'Junior AI Engineer',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': 'himel@hedigital.tech',\n",
+       "  'Concact Number': '+8801841021211',\n",
+       "  'Joining Date': 'Jun-23',\n",
+       "  'Date of Birth': '20-Mar',\n",
+       "  'Blood Group': 'B+',\n",
+       "  'Linkedin': 'https://www.linkedin.com/in/mm-himel/'},\n",
+       " 'ferdous': {'Name': 'Mirza Ferdous Ohid',\n",
+       "  'Designation': 'Managing Director & CEO',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': 'ferdous@hedigital.tech',\n",
+       "  'Concact Number': '+8801711081888',\n",
+       "  'Joining Date': '****',\n",
+       "  'Date of Birth': '21-July',\n",
+       "  'Blood Group': 'O+',\n",
+       "  'Linkedin': 'https://www.linkedin.com/in/mirza-ferdous-ohid-70b16236/'},\n",
+       " 'aiyub': {'Name': 'Md. Aiyubali',\n",
+       "  'Designation': 'Jr. AI Engineer',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': 'aiyub@hedigital.tech',\n",
+       "  'Concact Number': '01650027810',\n",
+       "  'Joining Date': '2-Dec-23',\n",
+       "  'Date of Birth': '4-Jan-1999',\n",
+       "  'Blood Group': 'O+',\n",
+       "  'Linkedin': ''},\n",
+       " 'shanin': {'Name': 'Md Shakhawat Hossain',\n",
+       "  'Designation': 'Jr. AI Engineer',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': 'shanin@hedigital.tech',\n",
+       "  'Concact Number': '01778198423',\n",
+       "  'Joining Date': '15-Jan-2023',\n",
+       "  'Date of Birth': '15-Jun-2001',\n",
+       "  'Blood Group': 'AB+',\n",
+       "  'Linkedin': ''},\n",
+       " 'walid': {'Name': 'Walid Al Hasan',\n",
+       "  'Designation': 'Intern',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': 'walid@hedigital.tech',\n",
+       "  'Concact Number': '01792103884',\n",
+       "  'Joining Date': '3-Feb-2024',\n",
+       "  'Date of Birth': '25-May-2000',\n",
+       "  'Blood Group': 'A+',\n",
+       "  'Linkedin': ''},\n",
+       " 'jony': {'Name': 'Md Razikul Islam Jony',\n",
+       "  'Designation': 'Jr. Frontend Developer',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': 'razikuljoni@gmail.com',\n",
+       "  'Concact Number': '01623208660',\n",
+       "  'Joining Date': '11-Feb-2024',\n",
+       "  'Date of Birth': '24-Oct-2001',\n",
+       "  'Blood Group': 'B+',\n",
+       "  'Linkedin': ''},\n",
+       " 'waliullah': {'Name': 'Md Ollullah Sardar',\n",
+       "  'Designation': 'Jr. Backend Developer',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': 'oliullah@hedigital.tech',\n",
+       "  'Concact Number': '01643616707',\n",
+       "  'Joining Date': '2-Mar-2024',\n",
+       "  'Date of Birth': '20-Jun-1998',\n",
+       "  'Blood Group': 'O+',\n",
+       "  'Linkedin': ''},\n",
+       " 'sajal': {'Name': 'Mohammad Assaduzzaman',\n",
+       "  'Designation': 'Asst. Manager',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': 'sajal@hedigital.tech',\n",
+       "  'Concact Number': '01321119233',\n",
+       "  'Joining Date': '17-Jan-2020',\n",
+       "  'Date of Birth': '24-Feb-1993',\n",
+       "  'Blood Group': 'O+',\n",
+       "  'Linkedin': ''},\n",
+       " 'deba': {'Name': 'Deba Prasad Mistry',\n",
+       "  'Designation': '',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': 'deba.hedigital@gmail.com',\n",
+       "  'Concact Number': '01795807053',\n",
+       "  'Joining Date': '10-Jan-2020',\n",
+       "  'Date of Birth': '29-Dec-1995',\n",
+       "  'Blood Group': 'B+',\n",
+       "  'Linkedin': ''},\n",
+       " 'nayem': {'Name': 'Saidul Alam Nayem',\n",
+       "  'Designation': 'Asst. Manager',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': 'nayem@hedigital.tech',\n",
+       "  'Concact Number': '01321119224',\n",
+       "  'Joining Date': '8-Jul-2020',\n",
+       "  'Date of Birth': '29-Jan-1995',\n",
+       "  'Blood Group': 'AB+',\n",
+       "  'Linkedin': ''},\n",
+       " 'rasel': {'Name': 'Rasedul Islam Rasel',\n",
+       "  'Designation': 'Senior Executive',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': 'rasel@hedigital.tech',\n",
+       "  'Concact Number': 'rasel@hedigital.tech',\n",
+       "  'Joining Date': '10-Jan-2021',\n",
+       "  'Date of Birth': '9-Jan-1994',\n",
+       "  'Blood Group': 'B+',\n",
+       "  'Linkedin': ''},\n",
+       " 'sagor': {'Name': 'Md Mizanur Rahman Sagor',\n",
+       "  'Designation': 'Executive',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': 'Sagor@hedigital.tech',\n",
+       "  'Concact Number': '01892479942',\n",
+       "  'Joining Date': '2-Dec-2023',\n",
+       "  'Date of Birth': '24-Apr-1997',\n",
+       "  'Blood Group': 'O+',\n",
+       "  'Linkedin': ''},\n",
+       " 'tapan': {'Name': 'Tapan Sutradhar',\n",
+       "  'Designation': '',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': 'tapan@hedigital.tech',\n",
+       "  'Concact Number': '01721 294453',\n",
+       "  'Joining Date': '23-Jul-2020',\n",
+       "  'Date of Birth': '22-Dec-1996',\n",
+       "  'Blood Group': 'B+',\n",
+       "  'Linkedin': ''},\n",
+       " 'imran': {'Name': 'Md Imran Hossain',\n",
+       "  'Designation': 'Junior Executive',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': 'Imran@hedigital.tech',\n",
+       "  'Concact Number': '01329709023',\n",
+       "  'Joining Date': '2-Mar-2024',\n",
+       "  'Date of Birth': '29-Jul-1997',\n",
+       "  'Blood Group': 'B+',\n",
+       "  'Linkedin': ''},\n",
+       " 'sabuj': {'Name': 'Fakir Rabiul Islam',\n",
+       "  'Designation': 'Executive ',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': 'rabuil.bght@gmail.com',\n",
+       "  'Concact Number': '01722555199',\n",
+       "  'Joining Date': '16-Nov-2023',\n",
+       "  'Date of Birth': '6-Jun-1989',\n",
+       "  'Blood Group': 'A+',\n",
+       "  'Linkedin': ''},\n",
+       " 'rahmat': {'Name': 'Md. Rahmat Ali',\n",
+       "  'Designation': 'Executive ',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': 'rahmat@hedigital.tech',\n",
+       "  'Concact Number': '01321119231',\n",
+       "  'Joining Date': '12-Jan-2021',\n",
+       "  'Date of Birth': '12-Oct-1999',\n",
+       "  'Blood Group': 'B+',\n",
+       "  'Linkedin': ''},\n",
+       " 'aymun': {'Name': 'Aymun Khan',\n",
+       "  'Designation': 'Executive ',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': 'ayman@hedigital.tech',\n",
+       "  'Concact Number': '01329709025',\n",
+       "  'Joining Date': '2-Jul-2023',\n",
+       "  'Date of Birth': '31-May-1997',\n",
+       "  'Blood Group': 'O+',\n",
+       "  'Linkedin': ''},\n",
+       " 'nadim': {'Name': 'Nadim Ahmmed',\n",
+       "  'Designation': 'Executive ',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': 'nadim@hedigital.tech',\n",
+       "  'Concact Number': '01792303497',\n",
+       "  'Joining Date': '10-Jan-2020',\n",
+       "  'Date of Birth': '20-Sep-1995',\n",
+       "  'Blood Group': 'B+',\n",
+       "  'Linkedin': ''},\n",
+       " 'tahmid': {'Name': 'Md Tahmidur Rahman',\n",
+       "  'Designation': 'Executive ',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': 'tahmid@hedigital.tech',\n",
+       "  'Concact Number': '01750796337',\n",
+       "  'Joining Date': '12-Jan-2021',\n",
+       "  'Date of Birth': '24-Sep-1997',\n",
+       "  'Blood Group': 'B+',\n",
+       "  'Linkedin': ''},\n",
+       " 'adnan': {'Name': 'M. A. Adnan',\n",
+       "  'Designation': 'Junior Executive',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': 'adnan@hedigital.tech',\n",
+       "  'Concact Number': '01959225011',\n",
+       "  'Joining Date': '15-Feb-2024',\n",
+       "  'Date of Birth': '01 June 1995',\n",
+       "  'Blood Group': 'A+',\n",
+       "  'Linkedin': ''},\n",
+       " 'saidul': {'Name': 'Saidul Alam Sarker',\n",
+       "  'Designation': '',\n",
+       "  'Organization': 'HawkEyes Digital Monitoring Limited',\n",
+       "  'E-mail': '',\n",
+       "  'Concact Number': '',\n",
+       "  'Joining Date': '',\n",
+       "  'Date of Birth': '',\n",
+       "  'Blood Group': '',\n",
+       "  'Linkedin': ''}}"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "d"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from ultralytics import YOLO\n",
+    "model = YOLO(\"model/newFaceModel.pt\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{0: 'adnan',\n",
+       " 1: 'aiyub',\n",
+       " 2: 'aymun',\n",
+       " 3: 'deba',\n",
+       " 4: 'ferdous',\n",
+       " 5: 'himel',\n",
+       " 6: 'imran',\n",
+       " 7: 'jony',\n",
+       " 8: 'minhaz',\n",
+       " 9: 'munna',\n",
+       " 10: 'nadim',\n",
+       " 11: 'nayem',\n",
+       " 12: 'rahmat',\n",
+       " 13: 'rakib',\n",
+       " 14: 'rasel',\n",
+       " 15: 'sabuj',\n",
+       " 16: 'sagor',\n",
+       " 17: 'saidul',\n",
+       " 18: 'sajal',\n",
+       " 19: 'sakib',\n",
+       " 20: 'shahadat',\n",
+       " 21: 'shanin',\n",
+       " 22: 'tahmid',\n",
+       " 23: 'tapan',\n",
+       " 24: 'walid',\n",
+       " 25: 'waliullah'}"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model.names"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "nam = {0: 'adnan',\n",
+    " 1: 'aiyub',\n",
+    " 2: 'aymun',\n",
+    " 3: 'deba',\n",
+    " 4: 'ferdous',\n",
+    " 5: 'himel',\n",
+    " 6: 'imran',\n",
+    " 7: 'jony',\n",
+    " 8: 'minhaz',\n",
+    " 9: 'munna',\n",
+    " 10: 'nadim',\n",
+    " 11: 'nayem',\n",
+    " 12: 'rahmat',\n",
+    " 13: 'rakib',\n",
+    " 14: 'rasel',\n",
+    " 15: 'sabuj',\n",
+    " 16: 'sagor',\n",
+    " 17: 'saidul',\n",
+    " 18: 'sajal',\n",
+    " 19: 'sakib',\n",
+    " 20: 'shahadat',\n",
+    " 21: 'shanin',\n",
+    " 22: 'tahmid',\n",
+    " 23: 'tapan',\n",
+    " 24: 'walid',\n",
+    " 25: 'waliullah'}\n",
+    "persons = []"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['adnan',\n",
+       " 'aiyub',\n",
+       " 'aymun',\n",
+       " 'deba',\n",
+       " 'ferdous',\n",
+       " 'himel',\n",
+       " 'imran',\n",
+       " 'jony',\n",
+       " 'minhaz',\n",
+       " 'munna',\n",
+       " 'nadim',\n",
+       " 'nayem',\n",
+       " 'rahmat',\n",
+       " 'rakib',\n",
+       " 'rasel',\n",
+       " 'sabuj',\n",
+       " 'sagor',\n",
+       " 'saidul',\n",
+       " 'sajal',\n",
+       " 'sakib',\n",
+       " 'shahadat',\n",
+       " 'shanin',\n",
+       " 'tahmid',\n",
+       " 'tapan',\n",
+       " 'walid',\n",
+       " 'waliullah']"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "for id,person in nam.items():\n",
+    "    persons.append(person)\n",
+    "\n",
+    "persons\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for person in persons:\n",
+    "    if person not in member_details:\n",
+    "        print(person)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "v8",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}