IMAGE CLASSIFICATION with Yolov8 custom dataset | Computer vision tutorial

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  • Опубліковано 15 лис 2024

КОМЕНТАРІ • 145

  • @ComputerVisionEngineer
    @ComputerVisionEngineer  Рік тому +3

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  • @paulspiccia7487
    @paulspiccia7487 Рік тому +10

    The best tutorial I've seen, and so glad to see someone show the code on the local environment and not Google Colab!

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому

      Thank you! Yeah agreed, Google Colab is amazing but it is not an IDE. 😅🙌

  • @RithvikRajesh_2004
    @RithvikRajesh_2004 5 місяців тому

    I searched for it an entire day, and then I found this guy 😭. GOD BLESS you mann 🔥🔥.

  • @mohamedaminabdullahi
    @mohamedaminabdullahi 7 місяців тому

    HI!
    i was making models using YOLO v8, and i found that if you change the imgsz=64, into a bigger dimensions which fits your dataset better, then you can have a much better model, and the high validation loss will reduce tremendously.
    thanks for the great tutorials!

  • @JiraponSteamofthings
    @JiraponSteamofthings Рік тому +2

    Hi Felipe, your videos are beyond amazing! Thankyou for your tutorial.

  • @brunospfc8511
    @brunospfc8511 Рік тому +1

    Thanks for your tutorials, very good and accessible for "engrish" speakers like me , your channel realy deservs more Subs

  • @abhayshandle
    @abhayshandle 8 місяців тому

    Thanks a lot man, this was everything i needed to get started. saved a lot of time. thanks a lot. lots of support for now and future as well!

  • @PabloGracia-v2q
    @PabloGracia-v2q 9 місяців тому

    Muchas gracias Felipe! Me resultó de gran utilidad! Me encanta tu contenido, eres un fenómeno y te pareces a Melendi! Saludos!

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  9 місяців тому

      😂 Me parezco un poco sí. Me alegro que el contenido te sea útil! 😃🙌

  • @MyExRebirth
    @MyExRebirth Рік тому +1

    Hi Felipe! your videos are awesome! It would be more awesome if you could make a video about how to use transfer learning for training a new YOLOv8 classification/object detection model using a pre-trained model! I've been looking for a detailed video but literally none of them explain step by step or go into details enough. I'd really really appreciate it! 🙏

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому +2

      Hey Lucas, thank you! I am glad you enjoy my videos. 😊 Do you mean transfer learning from an existing yolov8 model?

    • @MyExRebirth
      @MyExRebirth Рік тому

      @@ComputerVisionEngineer No, I meant training a new Yolov8 model from an existing pre-trained model (for example a TFlite model). btw, I'm new to all this stuff, so I don't even know if it's possible to do transfer learning between models with different architecture, but in my case, I'm working on a project that I need to train a new model for it. I have a TFlite pre-trained model (only the model file, no weights, no documentation, no dataset) that I want to train a new model based on it. I've created a new dataset for training a YOLOv8 model and it has more than 6000 images (of fish) for 6 classes, but I'm wondering if I can use that TFlite pre-trained model to increase the accuracy of my new yolov8 model during training, if that makes sense.

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому

      Oh I see. You would need to do some research, but I would say is unlikely converting your model from tflite to yolov8 is possible. 🤔

  • @sreekartammana
    @sreekartammana Рік тому

    Still I'm completing the whole 12hrs video and this popped up. You're so fast Felipe!
    Just a small request: If possible please also make how to deploy these applications on the web

  • @gameem
    @gameem Рік тому

    Thank you so much for the video Felipe!

  • @АртемМорозов-ы6ч

    In the dataset, there are 2 non-functional files: "rain141.jpg" and "shine131.jpg". They cause an error during training.

  • @Mamunur-illini
    @Mamunur-illini 8 місяців тому

    I have a question regarding getting a confusion matrix in the result section. I trained the classification model on my custom data by watching your video and I got exactly the same type of result that you showed in the video. Is there any way that I can also get the confusion matrix, F-1, and precision-recall curve?
    Thanks a lot for the great tutorial.

  • @dhanshreerajput9891
    @dhanshreerajput9891 5 днів тому

    can we use yolo for tree species detection ?

  • @Bwajster
    @Bwajster 5 місяців тому

    What is the most efficient Image Classification model? How does Yolov8 compare to EfficientNet or scikit-learn in terms of Image classification efficiency?

  • @wildremix2211
    @wildremix2211 7 місяців тому

    Hi Felipe, have a doubt,
    For image classification do we need to annotate the images like object detection???

  • @anubhavthakur2985
    @anubhavthakur2985 6 місяців тому

    Amazing VIdeo. Gotta see if yolov8 holds up to my data though

  • @lovermichael
    @lovermichael Рік тому

    Hi @ComputerVisionEngineer, i just want to ask what are the folders/files inside your val folder?

  • @ThackerJigar
    @ThackerJigar Рік тому

    Thank you for the detailed explanation ✌

  • @YigalBZ
    @YigalBZ Рік тому

    Thank you for a detailed and well explained video. I used it with my own set pf pictures - working great. My next step is to use this classification results on a video recognition on Jetson Nano. Do you have such a video or planning to?

  • @lucasbatista8169
    @lucasbatista8169 Місяць тому

    Why are you not using test dataset?

  • @selimyildizin
    @selimyildizin 9 місяців тому

    Felipe, I love your accent !

  • @KirillFrolov77
    @KirillFrolov77 7 місяців тому

    It works! Thank you very much!

  • @kalyanid110
    @kalyanid110 Рік тому

    Hi Filipe... Could you help us understand how to predict the classes for a whole folder of the images ?

  • @savage_2431
    @savage_2431 Рік тому

    Thankyou.......Its awesome! This video helped a lot.

  • @nurilimron7379
    @nurilimron7379 6 місяців тому

    Are the steps the same if I use yolov5?

  • @aishasafwat2333
    @aishasafwat2333 11 місяців тому

    Hi,Can you also explain this in handwritten text please? I don't know how to apply that to him

  • @memoriesbytalha
    @memoriesbytalha 5 місяців тому

    Hey , I dont know if you’d reply but you’d be saving my life if you do,
    I will train my model with this video thanks in advance but I want to implement it to open cv to real time object detection how can I do it?

  • @hongmiaoian7447
    @hongmiaoian7447 3 місяці тому

    Hi!
    I have a little question. If the dataset of a simple image classification has four images on every object (for example, the samge apple images from 4 differential camera angle ), Yolov8 can implement feature fusion for every object to classify? Actually, this image classification has no difference with MNIST160 image classification, the difference is just four images on every object. MNIST160 is one image on one object.

  • @jeypiilearns_
    @jeypiilearns_ Рік тому +1

    Hi, any idea on how to set up my device GPU for training a YoloV8 model in my local environment?

  • @YigalBZ
    @YigalBZ Рік тому

    Where exactly in the code it is set to be yolov8? I have a working yolov5 real time object detection. Can I use this trained model or should I re-train it to v5?

  • @gabrielganyishane1148
    @gabrielganyishane1148 10 місяців тому

    Hi Felipe, I was wondering if your method is applicable for those running the model on google collab or running it on VSC with an AMD GPU.

  • @jmdeluxe
    @jmdeluxe Рік тому

    Hello thank you for this, and I have question does imageclassification dont need to be annotate?

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому

      Hey, by the way yolov8 image classification works, your 'annotations' are the names of the directories containing your images. Take a look at my file structure in the video. 💪🙌

  • @greenmaple4522
    @greenmaple4522 Рік тому

    Hi sir felipe im using raspi and in training its not continuing in epoch with 0%

  • @johnpatricksuguitan7363
    @johnpatricksuguitan7363 11 місяців тому

    Hello sir, is it possible to convert it into tflite model with labels.txt file and implement it on flutter? Thank you!

  • @abhinannuri1326
    @abhinannuri1326 Рік тому

    Hi Felippe, Hope you are doing good. I enjoy your teaching a lot. I was trying this tutorial and i tried to train the model but iam getting 'NoneType' object has no attribute 'shape' error after 19% of epoch 1 (this value is changing every time i run the code) . I was hoping that you can help me sort the issue 🙏🏽

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому +1

      Hey, it may be due to an issue in a couple of images. Go through the comments, other user has pointed out the images which are causing the error. 🙌

  • @ipass-q4m
    @ipass-q4m Рік тому

    hello , when predict an image class , can you edit the colour of the labels ? the colour of the labels is white and i cant see properly the predicted class plotted inside the white background image

  • @kevinchevez2420
    @kevinchevez2420 Рік тому

    Thank you so much for the video! It's great, but I have a question regarding the dimensions of the images in the training set, and that is that as we can see, you set the parameter imgsz=64, which makes me think that the image entries should be in a size of (64x64)px, but those are not the dimensions we see. Is it necessary to do this resize or does YOLOv8 automatically internally do this resizing of the images?
    I would be very grateful if someone could answer this question for me.

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому +1

      The default value for imgsz is 640. It means yolov8 will internally resize the images to that size in order to do the training / inference. 🙌

  • @rome6542
    @rome6542 11 місяців тому

    Hi Felipe, i’m quite confused in best.pt & last.pt in testing for the final evaluation. Because my best.pt has a higher accuracy than last.pt in training, but when I test the model to the unseen data the last.pt has a higher accuracy than the best.pt advance Thank you for the response, cheers

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  11 місяців тому

      best.pt is the 'best' model you trained during the training process, best under some criteria which is usually minimum loss or maximum accuracy. last.pt is the model you trained at the end of the training process. It is up to you which one you choose to make your inferences. The 'best' model during training doesn't mean it is the best model to deal with unseen data, as it happened in your case. I usually use last.pt, but it is up to you the one you choose. 🙌

    • @nisargd7350
      @nisargd7350 9 місяців тому

      Using last.pt is a bad practice as the model might've overfitted on the data, the best.pt is the one where the validation loss is, minimum implying good performance on unseen data@@ComputerVisionEngineer

  • @sxstar2117
    @sxstar2117 9 місяців тому

    I trained a model in my Windows 11 laptop and it worked correctly in my laptop but when I use that model for my classification work in Raspberry pi 4 (almost like linux), I just got got an error message called "AttributeError: shape", do you have any suggestions Sir, thank you.

  • @FREEFIREGAMER-iv8dx
    @FREEFIREGAMER-iv8dx Рік тому

    Sir how to get f1 score precision fp tp in yolov8 classification

  • @JDC9076
    @JDC9076 Рік тому

    Hey Felipe, how do we reuse the model we trained on another data set?

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому

      Hey, what do you mean with 'reuse the model'?

    • @JDC9076
      @JDC9076 Рік тому

      @@ComputerVisionEngineer so we've trained it but then how do we use this on a validation set of images?

  • @John-xi2im
    @John-xi2im 7 місяців тому

    python version 3.10 was released in 2021, since then its advisable to use this version or above, but you use 3.8. I am not able to finish most of the intermediate to advanced tutorials. Is it because of version , because after thorough internet and documentation search, still not able to find out why image format error is shown by ultralytics. Or is it because of error in the data source.

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  7 місяців тому

      Hi, yes agreed, using the most recent Python version is preferable. Still, the error you mention, is unlikely to be produced by using Python 3.8.

  • @mohamedsmouni3051
    @mohamedsmouni3051 Рік тому

    Great video, I would like to ask you how to use it to predict on a large dataset,

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому

      Hey Mohamed, the last chapter is about how to use the model to make predictions! 💪🙌

  • @karanshirke6538
    @karanshirke6538 Рік тому

    Nice work man.

  • @DhanushPalla
    @DhanushPalla Рік тому

    please explain how to find f1 score,precision callback etcc,pls bro

  • @duongminhtri9774
    @duongminhtri9774 2 місяці тому

    I formerly joined your Discord but now I'm out. How can I join again?

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  2 місяці тому

      Hi, the discord is paused temporarily, I will announce it if launch it again. 🙌

  • @shaileshh555
    @shaileshh555 Рік тому

    Facing issue of error: OpenCV(4.7.0) /io/opencv/modules/imgproc/src/color.cpp:182: error: (-215:Assertion failed) !_src.empty() in function 'cvtColor' , could you help to resolve it

  • @aboeliaslove5690
    @aboeliaslove5690 Рік тому

    Hello, your videos are very helpful. I would like to ask you if you did before a video concerning object tracking and counting based on a video.

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому +1

      Hey, one of my previous videos is about object tracking using deep sort, check it out! 🙌

    • @aboeliaslove5690
      @aboeliaslove5690 Рік тому

      ​@@ComputerVisionEngineer I will. Thank you.

  • @nursabrinariduan
    @nursabrinariduan 11 місяців тому

    do i need to create file for config?

  • @SujayJagadale-p3i
    @SujayJagadale-p3i Рік тому

    Hello sir, I have trained my model on a custom dataset having 2 classes, it works fine when I predict an image related to trained classes but whenever I use a random image it predicts between these two classes. How to tackle this situation?

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому

      Hey, you could tackle that situacion by looking at the confidence score of the predicted class. If the confidence score is lower than a given threshold (0.80 for example) you classify the image as unknown.

  • @slyffdg4710
    @slyffdg4710 Рік тому

    Thx u!!
    Do u have any idea to use YOLOv8 with AWS lambda? I'm out of idea right now

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому +1

      😊 You are welcome! Do you want to use yolov8 from a lambda function? I guess the package is too large to import it through a layer, have you tried with an EFS? Attaching an EFS and installing all the python packages there is a quick fix for using massive python packages in a lambda function. 💪💪

    • @slyffdg4710
      @slyffdg4710 Рік тому

      @@ComputerVisionEngineer Yes! it is too large for import layer
      I've never used EFS before; do you have any tutorials or something? I will appreciate it a lot.

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому +1

      I do! this is from a could computing channel I used to make: ua-cam.com/video/YYzE4ZhWTA4/v-deo.html and ua-cam.com/video/22c4Ivhw4vg/v-deo.html. Enjoy and good luck! 🙌💪

    • @slyffdg4710
      @slyffdg4710 Рік тому

      @@ComputerVisionEngineer HI! I'm back. I already try it with serverless framework, create and mount it.
      You install python packages by Ec2 right? What if install python package by lambda
      We can do it or not?(it gonna work well with my pipeline)
      Thx u

  • @MansoorMirza-d8g
    @MansoorMirza-d8g Рік тому

    Wonderful tutorial, Can anyone tell how to print the class with highest prob instead of printing all of them

    • @the_pirate
      @the_pirate 11 місяців тому

      names_dict = results[0].names
      for result in results:
      probs = result.probs # Probs object for classification outputs
      print(names_dict[np.argmax(probs.data.tolist())])

  • @_SaloniAvhad
    @_SaloniAvhad Рік тому

    Hello, thanks for sharing great information. I am curious to know about Face emotion recognition using yolo v8. Can you please help me with same ?

  • @mindchants5646
    @mindchants5646 Рік тому +1

    You are running on CPU or GPU?

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому

      Hey, in my local environment I am running the code on CPU. 💪

    • @mindchants5646
      @mindchants5646 Рік тому

      @@ComputerVisionEngineer Thanks

    • @mindchants5646
      @mindchants5646 Рік тому

      @@ComputerVisionEngineer If using CPU, does it automatically take the graphics card or write a code line to trigger graphics card computation.

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому

      @@mindchants5646 In both cases, CPU or GPU, It should detect it automatically, it should not require any extra setting.

    • @mindchants5646
      @mindchants5646 Рік тому

      @@ComputerVisionEngineer For some reason, the video frame slows down when I process any video through any CV operations. Even a simple blur operation slows down the output and the frame rate of the processed video is lower than the original video.

  • @mariocuezzo8027
    @mariocuezzo8027 Рік тому

    Thx!
    waiting for pose detection on yolov8! i wanna make a fall detection when yolov8 release pose feature.

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому

      🙌 Yeah I am waiting for pose detection on yolov8 too! 😃💪

    • @mariocuezzo8027
      @mariocuezzo8027 Рік тому

      @@ComputerVisionEngineer is out! plz make a fall person detector!

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому

      @@mariocuezzo8027 😃coooooool! Thanks for the heads up! I will definitely make a video about it soon!💪

  • @sholehuye2737
    @sholehuye2737 Рік тому

    tanya pada tutorial ini apakah dataset tidak menggunakan pelabelan seperti sebelumnya?

    • @sholehuye2737
      @sholehuye2737 Рік тому

      asked in this tutorial whether the dataset does not use labeling as before?

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому +1

      Hey, in this video we use a labeled dataset. It is a weather dataset comprised of 4 categories. 🙌

    • @sholehuye2737
      @sholehuye2737 Рік тому

      Sorry sir, so that's for the label to go in folder 4 weather so

  • @eduardo9626
    @eduardo9626 Рік тому

    Thanks for this video

  • @coolamit2824
    @coolamit2824 7 місяців тому

    # Use the model
    results = model.train(data=DATA_DIR, epochs=1, imgsz=64)
    this line is not working properly

  • @prasannaravijr1420
    @prasannaravijr1420 10 місяців тому

    Hi, i get this error when i run probs line
    AttributeError: 'Probs' object has no attribute 'tolist'. See valid attributes below.
    pleasehelp me solve it also tell me how to calculate precision and recall and f1 score for this model

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  10 місяців тому

      It may be the ultralytics package version, try to use the same one I use in the video.

    • @abhayshandle
      @abhayshandle 8 місяців тому

      2 months is too late, i get it but it's for others who are facing the same issue: you can do it this way: results[0].probs.numpy() ig the tolist method doesn't exist, or something, idk it didn't work for me either, using the same version of the libraries would help actually, also thanks a lot to this chad for making this video.

  • @ahmedprog3174
    @ahmedprog3174 Рік тому

    I hope you can help me. Next time I ask you how to print precision,f1 and recall in yolo8

  • @carloscanorivero7475
    @carloscanorivero7475 Рік тому

    "Hello, I have a problem. When I run it, I get a message that I don't have Ultralytics installed: 'No module named 'ultralytics''. However, I have installed it."

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому

      Hey Carlos, are you using a virtual environment? make sure you are running the script with the same Python interpreter from the virtual environment where you installed the package. 🙌

    • @FREEFIREGAMER-iv8dx
      @FREEFIREGAMER-iv8dx Рік тому

      Sir how to get f1 score precision fp and positive points sir not showing in matrix and results

  • @CHURCHGPT
    @CHURCHGPT 10 місяців тому

    would anyone mind assisting me with a question. I'm trying to take all sms data from a Samsung phone in which was using google messages. I need to structure that text, classify it, and label anything pertaining to or relevant as evidence in an investigation that I am assisting with for a discrimination case. I am trying to use BERT model and pandas, I just can't get it to accurately determine the right sentiment such as "vulgar,moraley improper,unethical,unprofessional,etc". Any help is appreciated

  • @1ron8orn
    @1ron8orn Рік тому

    Firstly, thank you for making this great video, but it seemed that i have some proplems when i start train my dataset. I follow your video and make my own dataset, but when i start train whatever in terminal or python, it will have problem that ''FileNotFoundError''error happened. I have spent almost all night to fix it, but it seemed that still not get fixed. I will be much appreciated that if you can help me. (Im sured that my dataset format is not wrong and i also input the right data path)

    • @1ron8orn
      @1ron8orn Рік тому

      and i also find that you dont make a new yaml to put like classes and nc.what im using is offical code so i was wonder that if there might be some placed need to be edited?

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому

      hey, would you please copy paste the error message you get?

    • @1ron8orn
      @1ron8orn Рік тому

      @@ComputerVisionEngineer ok!
      The above exception was the direct cause of the following exception:
      Traceback (most recent call last):
      File "D:\py\Anaconda3\envs\sdsd_torch\lib
      unpy.py", line 197, in _run_module_as_main
      return _run_code(code, main_globals, None,
      File "D:\py\Anaconda3\envs\sdsd_torch\lib
      unpy.py", line 87, in _run_code
      exec(code, run_globals)
      File "D:\py\Anaconda3\envs\sdsd_torch\Scripts\yolo.exe\__main__.py", line 7, in
      File "D:\py\Anaconda3\envs\sdsd_torch\lib\site-packages\ultralytics\yolo\cfg\__init__.py", line 391, in entrypoint
      getattr(model, mode)(**overrides) # default args from model
      File "D:\py\Anaconda3\envs\sdsd_torch\lib\site-packages\ultralytics\yolo\engine\model.py", line 365, in train
      self.trainer = TASK_MAP[self.task][1](overrides=overrides, _callbacks=self.callbacks)
      File "D:\py\Anaconda3\envs\sdsd_torch\lib\site-packages\ultralytics\yolo\v8\classify\train.py", line 21, in __init__
      super().__init__(cfg, overrides, _callbacks)
      File "D:\py\Anaconda3\envs\sdsd_torch\lib\site-packages\ultralytics\yolo\engine\trainer.py", line 126, in __init__
      raise RuntimeError(emojis(f"Dataset '{clean_url(self.args.data)}' error ❌ {e}")) from e
      RuntimeError: Dataset ''D:\ultralytics-main\data\seed_dataset'' error [WinError 123] : "D:\\ultralytics-main\\datasets\\'D:\\ultralytics-main\\data\\seed_dataset'"
      thank for your reply

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому

      @@1ron8orn in your config file, are you setting the absolute path to your data?

    • @1ron8orn
      @1ron8orn Рік тому

      @@ComputerVisionEngineer yes,but i also try relative path. It also get wrong

  • @baharehhashemi2250
    @baharehhashemi2250 Рік тому

    thank you

  • @AriyaRasekh-z3y
    @AriyaRasekh-z3y Рік тому

    solid💯

  • @hamzawi2752
    @hamzawi2752 Рік тому

    Impressive

  • @moizahmedkazi2225
    @moizahmedkazi2225 Рік тому

    Hello sir you are doing an an Amazing Job, great channel information ❤
    I am struggling with this one project i been working on so i was hoping if you can help me with it?

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому

      🥰 Thank you for your support, Moiz! Tell me, what is the project are you struggling with?

    • @moizahmedkazi2225
      @moizahmedkazi2225 Рік тому

      @@ComputerVisionEngineer so i have this project where i took picture of different kinds of rice and now I’m struggling to write the machine vision code for it.
      The code is basically to detect 3 different defects in the rice.
      1)Broken Rice
      2) Discoloured Rice
      3)Chalky Rice
      If you can share me your email or discord i can message you personally

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому

      @@moizahmedkazi2225 take a look at the about section for the channel's discord

    • @moizahmedkazi2225
      @moizahmedkazi2225 Рік тому

      @@ComputerVisionEngineer the link is invalid sir

    • @ComputerVisionEngineer
      @ComputerVisionEngineer  Рік тому

      @@moizahmedkazi2225 oh thanks for noticing it, it is updated now! here you go discord.gg/uKc5TtCvaT

  • @lakshmann9825
    @lakshmann9825 Рік тому

    nalla ve irukka maata da nee. kindly translate it to english

  • @tsaashik8048
    @tsaashik8048 Рік тому

    legend exists 🥲🥲