updated marchent data

AI_Model/marchent_v12.1.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d6f218f1b9de20c260c4784830f0c9aac878ab7ffa2b0c8340886f52d15dabaf
+size 195268753

AI_Model/uddokta_v11.1.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b3ff3a12195c52341aff9fe5944e53ec1fa181c594a6d7174e4ad1e495e45fbf
+size 195543441

Data/data.py

@@ -0,0 +1,377 @@
+
+NBRTU_val = [
+                "nagad_festoon_nagad_sheba",
+                "nagad_festoon_bmet",
+                "nagad_festoon_indian_visa",
+                "nagad_shop_banner_customized",
+                "nagad_shop_banner_nagad_sheba",
+                "nagad_sticker_running",
+                "nagad_sticker_shutter",
+                "nagad_sticker_table_3",
+                "nagad_sticker_table_2",
+                "nagad_sticker_table_1",
+                "nagad_sticker_customized_table",
+                "nagad_sticker_remittance_1_large",
+                "nagad_sticker_remittance_2",
+                "nagad_sticker_fraud_awareness",
+                "nagad_sticker_qr_code",
+                "nagad_sticker_hotline",
+                "nagad_sticker_hotline_file_folder",
+                "nagad_identifier_nagad",
+                "nagad_board_back_lit_1_with_picture",
+                "nagad_back_lit_2",
+                "nagad_table_top_qr_wooden_base_old",
+                "nagad_table_top_qr_wooden_base_new",
+                "nagad_table_top_qr_pvc",
+                "nagad_sticker_qr_horizontal_new",
+                "nagad_sticker_qr_horizontal_old",
+                "nagad_sticker_qr_vertical",
+                "nagad_sticker_push_pull_door",
+                "nagad_board_open_close_pvc",
+                "nagad_sticker_payment",
+                "nagad_sticker_payment_accepted_here",
+                "nagad_hanging_display",
+                "nagad_x_banner",
+                "nagad_ms_standee",
+                "nagad_sticker_shutter_panel", # new v5
+                "rocket_sticker_qr_code", 
+                "rocket_sticker_shutter",
+                "rocket_sticker_running",
+                "rocket_sticker_table",
+                "rocket_sticker_table_price",
+                "rocket_table_top_qr_1_pvc",
+                "tap_table_top_qr",
+                "bkash_sticker_table",
+                "bkash_sticker_bill_pay_table",
+                "bkash_sticker_running",
+                "bkash_sticker_qr_code",
+                "bkash_sticker_transaction",
+                "bkash_sticker_price",
+                "bkash_sticker_mask_bangla",
+                "bkash_sticker_fraud_awareness",
+                "bkash_sticker_shutter",
+                "bkash_board_back_lit_1_with_image",
+                "bkash_table_top_qr_pvc_running",
+                "bkash_table_top_qr_pvc_dai_cut",
+                "bkash_table_top_qr_smart",
+                "bkash_sticker_qr_vertical_1",
+                "bkash_sticker_payment_running",
+                "bkash_sticker_payment_dai_cut",
+                "bkash_sticker_payment_large",
+                "bkash_sticker_push-pull_door",
+                "bkash_sticker_mask_english",
+                "bkash_hanger_push-pull_door",
+                "bkash_pos_pointer_back_led",
+                "bkash_hanging_board_open-close",
+                "upay_sticker_shutter",
+                "upay_sticker_qr_code_1",
+                "upay_sticker_qr_code_2",
+            ]
+
+
+
+nagad_items = [
+                "nagad_festoon_indian_visa",
+                "nagad_festoon_islamic",
+                "nagad_festoon_lenden_1",
+                "nagad_festoon_lenden_2",
+                "nagad_festoon_price_1",
+                "nagad_festoon_price_2",
+                "nagad_festoon_price_3", # conflicted item
+                "nagad_festoon_remittance",
+                "nagad_hanging_display",
+                "nagad_ms_standee",
+                "nagad_poster_fraud_awareness_1",
+                "nagad_poster_fraud_awareness_2",
+                "nagad_poster_islamic",
+                "nagad_poster_mobile_recharge_shakib",
+                "nagad_poster_remittance_2",
+                "nagad_shop_banner_lenden",
+                "nagad_shop_banner_price_1",
+                "nagad_shop_banner_price_2",
+                "nagad_sticker_customized_table",
+                "nagad_sticker_fraud_awareness",
+                "nagad_sticker_hotline",
+                "nagad_sticker_hotline_file_folder",
+                "nagad_sticker_payment",
+                "nagad_sticker_payment_accepted_here",
+                "nagad_sticker_push_pull_door",
+                "nagad_sticker_qr_code",
+                "nagad_sticker_qr_horizontal_new",
+                "nagad_sticker_qr_horizontal_old",
+                "nagad_sticker_qr_vertical",
+                "nagad_sticker_remittance_1_large",
+                "nagad_sticker_remittance_2",
+                "nagad_sticker_running",
+                "nagad_sticker_shutter",
+                "nagad_sticker_table_1",
+                "nagad_sticker_table_2",
+                "nagad_sticker_table_3",
+                "nagad_table_top_qr_pvc",
+                "nagad_table_top_qr_wooden_base_new",
+                "nagad_table_top_qr_wooden_base_old",
+                "nagad_shop_banner_cash_out", # new v5
+                "nagad_festoon_send_money_free", # new v5
+                "nagad_poster_pdb", # new v5
+                "nagad_sticker_shutter_panel", # new v5
+                "nagad_poster_all_service", # new v5
+                "nagad_polli_biddut_poster_mushfiq", # new v7
+                "nagad_board_open_close_pvc", # new v8
+            ]
+
+ndel_items = [
+                "nagad_festoon_bmet",
+                "nagad_identifier_nagad",
+                "nagad_poster_1000_cashback",
+                "nagad_poster_ananto_bmw",
+                "nagad_table_talker",
+                "nagad_sticker_payment_bangla",
+                "nagad_shop_banner_nagad_sheba",
+                "nagad_festoon_nagad_sheba",
+                "nagad_poster_mobile_recharge",
+                "nagad_back_lit_2",
+                "nagad_board_back_lit_1_with_picture",
+                "nagad_x_banner",
+                "bkash_table_top_qr_smart",
+                "nagad_shop_banner_customized", # new add v5
+                "rocket_shop_banner_price", # add new v6
+                "nagad_festoon_send_money", # new add v6
+                "bkash_shop_banner_price_mehajabin", # new v9 discard the material in v10
+            ]
+
+
+
+bkash_items = [   
+                "bkash_festoon_bill_pay", 
+                "bkash_festoon_digital", 
+                "bkash_festoon_price", # updated v4 added yellow also
+                "bkash_festoon_qr", 
+                "bkash_festoon_remittance", 
+                "bkash_festoon_savings", 
+                "bkash_hanging_board_open-close",
+                "bkash_pos_pointer_back_led", 
+                "bkash_poster_islamic", 
+                "bkash_poster_mobile_recharge", 
+                "bkash_poster_remittance", 
+                "bkash_poster_savings", 
+                "bkash_festoon_savings_new", # new v4
+                "bkash_poster_send_money", 
+                "bkash_poster_table_messi", 
+                "bkash_poster_western_union", 
+                "bkash_shop_banner_price", # updated v4 added yellow also
+                "bkash_sticker_bill_pay_table", 
+                "bkash_sticker_fraud_awareness", 
+                "bkash_sticker_mask_bangla", 
+                "bkash_sticker_mask_english", 
+                "bkash_sticker_payment_dai_cut", 
+                "bkash_sticker_payment_large", 
+                "bkash_sticker_payment_running", 
+                "bkash_sticker_price", 
+                "bkash_sticker_push-pull_door",
+                "bkash_sticker_qr_code", 
+                "bkash_sticker_qr_vertical_1", 
+                "bkash_sticker_running", 
+                "bkash_sticker_shutter", 
+                "bkash_sticker_table", 
+                "bkash_sticker_transaction", 
+                "bkash_table_top_qr_pvc_dai_cut", 
+                "bkash_table_top_qr_pvc_running",
+                "bkash_shop_banner_price_new", # new v8 and updated v10
+                "bkash_table_top_qr_pvc_taskin", # new v12 marchent
+            ]
+
+
+
+
+rocket_items = [
+                    "rocket_sticker_qr_code", 
+                    "rocket_festoon_bill_pay", 
+                    "rocket_festoon_lenden", 
+                    "rocket_festoon_price", 
+                    "rocket_festoon_send_money", 
+                    "rocket_poster_add_money", 
+                    "rocket_poster_insurance", 
+                    "rocket_shop_banner_bill_pay", 
+                    "rocket_shop_banner_lenden", 
+                    "rocket_shop_banner_send_money", 
+                    "rocket_sticker_running", 
+                    "rocket_sticker_shutter", 
+                    "rocket_sticker_table", 
+                    "rocket_sticker_table_price", 
+                    "rocket_table_top_qr_1_pvc",
+                    "rocket_poster_isnsurance",
+                    "rocket_fastoon_wasa_bill", # new v5
+                    "rocket_fastoon_bill_pay_new", # new v5
+                    "rocket_fastoon_pdb_bill", # new v5
+                    "rocket_fastoon_lenden_new", # new v5
+                    "rocket_fastoon_polli_biddut", # new v5
+                    "rocket_fastoon_remittance", # new v5
+                ]
+
+
+
+tap_items = [
+                "tap_table_top_qr"
+            ]
+
+
+
+upay_items = [
+                "upay_festoon_price", 
+                "upay_festoon_traffic_1", 
+                "upay_festoon_traffic_2", 
+                "upay_poster_lenden", 
+                "upay_shop_banner", 
+                "upay_sticker_qr_code_1", 
+                "upay_sticker_qr_code_2", 
+                "upay_sticker_shutter",
+                "upay_table_top_qr_pvc",
+                "upay_fastoon_dpdc", # new v5
+                "upay_fastoon_price_new", # new v5
+                "upay_fastoon_water_bill", # new v5
+            ]
+
+
+
+uddoktaSKU = [
+                "nagad_festoon_bmet",
+                "nagad_festoon_indian_visa",
+                "nagad_festoon_islamic",
+                "nagad_festoon_lenden_1",
+                "nagad_festoon_lenden_2",
+                "nagad_festoon_nagad_sheba",
+                "nagad_festoon_price_1",
+                "nagad_festoon_price_2",
+                "nagad_festoon_price_3",
+                "nagad_festoon_remittance",
+                "nagad_festoon_send_money",
+                "nagad_festoon_send_money_free",
+                "nagad_sticker_customized_table",
+                "nagad_sticker_fraud_awareness",
+                "nagad_sticker_hotline",
+                "nagad_sticker_hotline_file_folder",
+                "nagad_sticker_qr_code",
+                "nagad_sticker_remittance_1_large",
+                "nagad_sticker_remittance_2",
+                "nagad_sticker_running",
+                "nagad_sticker_shutter",
+                "nagad_sticker_table_1",
+                "nagad_sticker_table_2",
+                "nagad_sticker_table_3",
+                "nagad_sticker_shutter_panel",
+                "nagad_poster_fraud_awareness_1",
+                "nagad_poster_fraud_awareness_2",
+                "nagad_poster_islamic",
+                "nagad_poster_mobile_recharge",
+                "nagad_poster_remittance_2",
+                "nagad_poster_mobile_recharge_shakib",
+                "nagad_poster_all_service",
+                "nagad_poster_pdb",
+                "nagad_polli_biddut_poster_mushfiq",
+                "nagad_shop_banner_customized",
+                "nagad_shop_banner_lenden",
+                "nagad_shop_banner_nagad_sheba",
+                "nagad_shop_banner_price_1",
+                "nagad_shop_banner_price_2",
+                "nagad_shop_banner_cash_out",
+                "nagad_back_lit_2",
+                "nagad_board_back_lit_1_with_picture",
+                "nagad_identifier_nagad",
+                "bkash_festoon_bill_pay",
+                "bkash_festoon_digital",
+                "bkash_festoon_price",
+                "bkash_festoon_qr",
+                "bkash_festoon_remittance",
+                "bkash_festoon_savings",
+                "bkash_festoon_savings_new",
+                "bkash_sticker_bill_pay_table",
+                "bkash_sticker_fraud_awareness",
+                "bkash_sticker_mask_bangla",
+                "bkash_sticker_price",
+                "bkash_sticker_qr_code",
+                "bkash_sticker_running",
+                "bkash_sticker_shutter",
+                "bkash_sticker_table",
+                "bkash_sticker_transaction",
+                "bkash_poster_islamic",
+                "bkash_poster_mobile_recharge",
+                "bkash_poster_remittance",
+                "bkash_poster_remittance_2",
+                "bkash_poster_savings",
+                "bkash_poster_send_money",
+                "bkash_poster_table_messi",
+                "bkash_poster_western_union",
+                "bkash_shop_banner_price",
+                "bkash_shop_banner_price_new",
+                "bkash_board_back_lit_1_with_image",
+                "rocket_festoon_bill_pay",
+                "rocket_fastoon_bill_pay_new",
+                "rocket_festoon_lenden",
+                "rocket_fastoon_lenden_new" ,
+                "rocket_festoon_price",
+                "rocket_festoon_send_money",
+                "rocket_fastoon_merchant_pay",
+                "rocket_fastoon_titas_gas_bill",
+                "rocket_fastoon_wasa_bill",
+                "rocket_fastoon_pdb_bill",
+                "rocket_fastoon_polli_biddut",
+                "rocket_fastoon_remittance",
+                "rocket_sticker_qr_code",
+                "rocket_sticker_running",
+                "rocket_sticker_shutter",
+                "rocket_sticker_table",
+                "rocket_sticker_table_price",
+                "rocket_poster_add_money",
+                "rocket_poster_isnsurance",
+                "rocket_shop_banner_bill_pay",
+                "rocket_shop_banner_bill_pay_2",
+                "rocket_shop_banner_lenden",
+                "rocket_shop_banner_lenden_2",
+                "rocket_shop_banner_price",
+                "rocket_shop_banner_send_money",
+                "rocket_shop_banner_send _money_2",
+                "rocket_shop_banner_polly_biddut_bill",
+                "rocket_shop_banner_remittance",
+                "upay_festoon_price",
+                "upay_fastoon_price_new",
+                "upay_festoon_traffic_1",
+                "upay_festoon_traffic_2",
+                "upay_fastoon_dpdc",
+                "upay_fastoon_water_bill",
+                "upay_sticker_qr_code_1",
+                "upay_sticker_shutter",
+                "upay_poster_lenden",
+                "upay_shop_banner",
+                ]
+
+marchentSKU = [
+                "nagad_table_top_qr_wooden_base_old",
+                "nagad_table_top_qr_wooden_base_new",
+                "nagad_table_top_qr_pvc",
+                "nagad_sticker_qr_horizontal_new",
+                "nagad_sticker_qr_horizontal_old",
+                "nagad_sticker_qr_vertical",
+                "nagad_sticker_push_pull_door",
+                "nagad_board_open_close_pvc",
+                "nagad_sticker_payment",
+                "nagad_sticker_payment_accepted_here",
+                "nagad_hanging_display",
+                "nagad_x_banner",
+                "nagad_ms_standee",
+                "rocket_table_top_qr_1_pvc",
+                "tap_table_top_qr",
+                "bkash_table_top_qr_pvc_running",
+                "bkash_table_top_qr_pvc_dai_cut",
+                "bkash_table_top_qr_smart",
+                "bkash_sticker_qr_vertical_1",
+                "bkash_sticker_payment_running",
+                "bkash_sticker_payment_dai_cut",
+                "bkash_sticker_payment_large",
+                "bkash_sticker_push-pull_door",
+                "bkash_sticker_mask_english",
+                "bkash_hanger_push-pull_door",
+                "bkash_pos_pointer_back_led",
+                "bkash_hanging_board_open-close",
+                "upay_sticker_qr_code_2",
+                "bkash_table_top_qr_pvc_taskin",
+                ]

Data/model.py

@@ -0,0 +1,6 @@
+from ultralytics import YOLO
+uddoktaModel = YOLO('AI_Model/uddokta_v11.1.pt').cuda()
+marchentModel = YOLO('AI_Model/marchent_v12.1.pt').cuda()
+
+uddoktaModel.to(device=0)
+marchentModel.to(device=0)

README.md

@@ -0,0 +1,15 @@
+# nagad_version_12_splitted_model
+# Github: https://github.com/RH-NAYM/nagad_version_12.git
+# HuggingFace : https://huggingface.co/rakib72642/nagad_version_12
+
+# sudo apt install iproute2 && sudo apt install wget && sudo apt install unzip && apt install nvtop && sudo apt-get install git-lfs && apt-get update && apt-get install libgl1 && sudo apt update && sudo apt upgrade && curl -s https://ngrok-agent.s3.amazonaws.com/ngrok.asc | sudo tee /etc/apt/trusted.gpg.d/ngrok.asc >/dev/null && echo "deb https://ngrok-agent.s3.amazonaws.com buster main" | sudo tee /etc/apt/sources.list.d/ngrok.list && sudo apt update && sudo apt install ngrok && ngrok config add-authtoken 2Qm8hS1zPhVXiLjEdlI4738tLzF_2QJwGJMK5oTbQD33QSVXS && sudo apt update && sudo apt upgrade && ngrok http --domain=hasb.nagadpulse.com 4444
+
+# git clone https://huggingface.co/rakib72642/nagad_version_12 && cd nagad_version_12 && pip install -r requirements.txt && sudo apt update && sudo apt upgrade
+
+# cd nagad_version_12 && python nagad_main_API.py
+
+# hypercorn nagad_main_API:app --bind 127.0.0.1:4444 --workers 4
+
+
+#         **********************************************************************************
+

nagad_main_API.py

@@ -0,0 +1,87 @@
+from fastapi import FastAPI
+from pydantic import BaseModel
+import asyncio
+from typing import List, Union
+from nagad_main_function import *
+import uvicorn
+import logging
+from datetime import datetime
+import pytz
+import torch
+
+logging.basicConfig(filename="NagadLog.log",
+                    filemode='w')
+logger = logging.getLogger("Nagad")
+logger.setLevel(logging.DEBUG)
+file_handler = logging.FileHandler("NagadLog.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("/testing")
+async def create_items(items: Union[Item, List[Item]]):
+    try:
+        # global total_done
+        # total_done +=1
+        results = await process_items(items)
+        print("Result Sent to User:", results)
+        print("###################################################################################################")
+        print(items)
+        print("Last Execution Time : ", get_bd_time())
+        # logger.info(f"Time:{get_bd_time()}, Execution Done and Total Successfull Execution : {total_done}")
+        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}")
+        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}")
+        torch.cuda.empty_cache()
+        pass
+
+if __name__ == "__main__":
+    try:
+        # del nbrtuModel
+        uvicorn.run(app, host="127.0.0.1", port=4444)
+    finally:
+        torch.cuda.empty_cache()

nagad_main_function.py

@@ -0,0 +1,146 @@
+import json
+import pandas as pd
+from PIL import Image
+from aiohttp import ClientSession
+from io import BytesIO
+import asyncio
+from Data.data import *
+from Data.model import uddoktaModel, marchentModel
+
+
+
+
+# Nagad Split Function
+async def process_nagad_item(nagad_item, nbrtuDict, nagad):
+    if nagad_item in nbrtuDict:
+        n = {nagad_item: nbrtuDict[nagad_item]}
+        nagad.update(n)
+
+
+# Bkash Split Function
+async def process_bkash_item(bkash_item, nbrtuDict, bkash):
+    if bkash_item in nbrtuDict:
+        b = {bkash_item: nbrtuDict[bkash_item]}
+        bkash.update(b)
+
+
+# Rocket Split Function
+async def process_rocket_item(rocket_item, nbrtuDict, rocket):
+    if rocket_item in nbrtuDict:
+        r = {rocket_item: nbrtuDict[rocket_item]}
+        rocket.update(r)
+
+
+# Tap Split Function
+async def process_tap_item(tap_item, nbrtuDict, tap):
+    if tap_item in nbrtuDict:
+        t = {tap_item: nbrtuDict[tap_item]}
+        tap.update(t)
+
+
+# Upay Split Function
+async def process_upay_item(upay_item, nbrtuDict, upay):
+    if upay_item in nbrtuDict:
+        u = {upay_item: nbrtuDict[upay_item]}
+        upay.update(u)
+
+
+async def getImage(img_url, session):
+    async with session.get(img_url) as response:
+        img_data = await response.read()
+        return BytesIO(img_data)
+    
+
+async def detection(model,img_content,confidence):
+    img = Image.open(img_content)
+    # result = model(img)
+    result = model(source=img,device=0,conf=confidence)
+    detection = {}
+    data = json.loads(result[0].tojson())
+    if len(data) == 0:
+        res = {"AI": "No Detection"}
+        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
+
+
+async def combineAllResult(uddoktaData,marchentData):
+    all_result = {}
+    all_result.update(uddoktaData)
+    all_result.update(marchentData)               
+    return all_result
+
+
+async def prepareUddokta(uddoktaData):
+    all_uddokta = {}
+    for sku in uddoktaSKU:
+        if sku in uddoktaData:
+            all_uddokta.update({sku:uddoktaData[sku]})
+    return all_uddokta
+
+
+async def prepareMarchent(marchentData):
+    all_marchent = {}
+    for sku in marchentSKU:
+        if sku in marchentData:
+            all_marchent.update({sku:marchentData[sku]})
+    return all_marchent
+
+
+async def prepareResult(uddoktaData,marchentData):
+    uddokta = await prepareUddokta(uddoktaData)
+    marchent = await prepareMarchent(marchentData)
+    allResult = await combineAllResult(uddokta,marchent)
+    return allResult
+
+async def mainDet(url):
+    async with ClientSession() as session:
+        image = await asyncio.create_task(getImage(url, session))
+        Tasks = [
+                    asyncio.create_task(detection(uddoktaModel, image,0.7)),
+                    asyncio.create_task(detection(marchentModel, image,0.8))
+                ]
+        uddokta,marchent = await asyncio.gather(*Tasks)
+        nbrtuDict = await prepareResult(uddokta,marchent)
+        for val_item in NBRTU_val:
+            if val_item in nbrtuDict:
+                nbrtu_validation_single = {val_item: "yes"}
+                nbrtuDict.update(nbrtu_validation_single)
+        # Remove Extra Items : 
+        for nagad_remove_item in ndel_items:
+            if nagad_remove_item in nbrtuDict:
+                del nbrtuDict[nagad_remove_item]
+        nagad = {}
+        bkash = {}
+        rocket = {}
+        tap = {}
+        upay = {}
+        # Using asyncio.gather to await multiple process functions concurrently
+        process_nagad_tasks = [process_nagad_item(nagad_item, nbrtuDict, nagad) for nagad_item in nagad_items]
+        process_bkash_tasks = [process_bkash_item(bkash_item, nbrtuDict, bkash) for bkash_item in bkash_items]
+        process_rocket_tasks = [process_rocket_item(rocket_item, nbrtuDict, rocket) for rocket_item in rocket_items]
+        process_tap_tasks = [process_tap_item(tap_item, nbrtuDict, tap) for tap_item in tap_items]
+        process_upay_tasks = [process_upay_item(upay_item, nbrtuDict, upay) for upay_item in upay_items]
+
+
+        await asyncio.gather(*process_nagad_tasks, *process_bkash_tasks, *process_rocket_tasks, *process_tap_tasks, *process_upay_tasks)
+
+
+        nagad_detection = {
+            'nagad': nagad,
+            'bkash': bkash,
+            'rocket': rocket,
+            'tap': tap,
+            'upay': upay
+        }
+
+        nagad_result = json.dumps(nagad_detection)
+
+        
+        return nagad_result