custom_dataset_training_files_creation_v2.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyPOzR04n3LbeeTMPZSzLa84"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"accelerator":"GPU","gpuClass":"standard"},"cells":[{"cell_type":"code","execution_count":1,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"D6ABoF5v0J06","executionInfo":{"status":"ok","timestamp":1684849536689,"user_tz":-120,"elapsed":29098,"user":{"displayName":"Shreyas Korde","userId":"07415984173285713478"}},"outputId":"6219273b-b3cb-4cc5-fc65-3b326ad8c7e1"},"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}],"source":["from google.colab import drive\n","drive.mount('/content/drive')"]},{"cell_type":"code","source":["import os\n","import shutil"],"metadata":{"id":"DxSgcmkG0dRR","executionInfo":{"status":"ok","timestamp":1684849540642,"user_tz":-120,"elapsed":666,"user":{"displayName":"Shreyas Korde","userId":"07415984173285713478"}}},"execution_count":2,"outputs":[]},{"cell_type":"code","source":["!nvidia-smi"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"sKpMwqjtH5Ib","executionInfo":{"status":"ok","timestamp":1681901672709,"user_tz":-120,"elapsed":353,"user":{"displayName":"Shreyas Korde","userId":"07415984173285713478"}},"outputId":"043b3b66-30b7-48f9-c4db-228f5446bef5"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Wed Apr 19 10:54:32 2023       \n","+-----------------------------------------------------------------------------+\n","| NVIDIA-SMI 525.85.12    Driver Version: 525.85.12    CUDA Version: 12.0     |\n","|-------------------------------+----------------------+----------------------+\n","| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n","| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n","|                               |                      |               MIG M. |\n","|===============================+======================+======================|\n","|   0  Tesla T4            Off  | 00000000:00:04.0 Off |                    0 |\n","| N/A   46C    P8    10W /  70W |      0MiB / 15360MiB |      0%      Default |\n","|                               |                      |                  N/A |\n","+-------------------------------+----------------------+----------------------+\n","                                                                               \n","+-----------------------------------------------------------------------------+\n","| Processes:                                                                  |\n","|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n","|        ID   ID                                                   Usage      |\n","|=============================================================================|\n","|  No running processes found                                                 |\n","+-----------------------------------------------------------------------------+\n"]}]},{"cell_type":"code","source":["!ln  -s  '/content/drive/My drive/' /currdrive"],"metadata":{"id":"5-AhThaz0ojp","executionInfo":{"status":"ok","timestamp":1684849545203,"user_tz":-120,"elapsed":5,"user":{"displayName":"Shreyas Korde","userId":"07415984173285713478"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["#shutil.move(\"/currdrive/yolov4/Dataset_and_Annotations/Dataset/train/Computer monitor_Mobile phone\", \"/currdrive/yolov4/darknet/data\")\n","# no spaCE is required in the folder name so it was giving the error so i directly move the folder into darknet data folder"],"metadata":{"id":"EFoXLdp60ylV"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["image_path = '/content/drive/My Drive/yolov4/darknet/data/data_new'\n","os.chdir(image_path)"],"metadata":{"id":"qMnqpTwE1eQ7","executionInfo":{"status":"ok","timestamp":1684849737447,"user_tz":-120,"elapsed":486,"user":{"displayName":"Shreyas Korde","userId":"07415984173285713478"}}},"execution_count":4,"outputs":[]},{"cell_type":"code","source":["path_list = []\n","\n","for current_dir, dirs, files in os.walk('.'):\n","\n","    for f in files:\n","      if f.endswith('.jpg'):\n","        file_loc = image_path + '/' + f\n","        path_list.append(file_loc + '\\n')\n","\n"],"metadata":{"id":"PchHaO7U4Ncu","executionInfo":{"status":"ok","timestamp":1684849754279,"user_tz":-120,"elapsed":6299,"user":{"displayName":"Shreyas Korde","userId":"07415984173285713478"}}},"execution_count":5,"outputs":[]},{"cell_type":"code","source":["print(path_list)\n","print(len(path_list))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"GA4ta8xg6CLZ","executionInfo":{"status":"ok","timestamp":1684849758952,"user_tz":-120,"elapsed":959,"user":{"displayName":"Shreyas Korde","userId":"07415984173285713478"}},"outputId":"7f1005d4-acc4-4503-9a86-c36dea5c4d74"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["['/content/drive/My Drive/yolov4/darknet/data/data_new/frame296.jpg\\n', '/content/drive/My Drive/yolov4/darknet/data/data_new/frame302.jpg\\n', '/content/drive/My Drive/yolov4/darknet/data/data_new/frame294.jpg\\n', '/content/drive/My Drive/yolov4/darknet/data/data_new/frame303.jpg\\n', '/content/drive/My Drive/yolov4/darknet/data/data_new/frame300.jpg\\n', '/content/drive/My Drive/yolov4/darknet/data/data_new/frame298.jpg\\n', '/content/drive/My 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test.write(i)"],"metadata":{"id":"T20U5-vx62of","executionInfo":{"status":"ok","timestamp":1684849826321,"user_tz":-120,"elapsed":1051,"user":{"displayName":"Shreyas Korde","userId":"07415984173285713478"}}},"execution_count":9,"outputs":[]},{"cell_type":"code","source":["# creating classes.names file\n","i = 0\n","with open(image_path + '/' + 'classes_v3.names', 'w') as cls, \\\n","     open(image_path + '/' 'classes.txt', 'r') as text:\n","\n","    for l in text:\n","      cls.write(l)\n","\n","      i+=1"],"metadata":{"id":"Xnih8DH27WFv","executionInfo":{"status":"ok","timestamp":1684849843480,"user_tz":-120,"elapsed":2072,"user":{"displayName":"Shreyas Korde","userId":"07415984173285713478"}}},"execution_count":10,"outputs":[]},{"cell_type":"code","source":["# create .data file\n","with open(image_path + '/' + 'image_data_v3.data', 'w') as data:\n","   # write total number of classes\n","  data.write('classes = ' + str(i) + '\\n')\n","\n","  # write path of train file\n","  data.write('train = ' + image_path + '/' + 'train_v3.txt' + '\\n')\n","\n","  # write fully qualified path of the test.txt\n","  data.write('valid = ' + image_path + '/' + 'test_v3.txt' + '\\n')\n","\n","  # write fully qualified path of the classes.names file\n","  data.write('names = ' + image_path + '/' + 'classes_v3.names' + '\\n')\n","\n","  # specifiy the path to save trained model weights\n","  data.write('backup = backup_v3')\n"],"metadata":{"id":"SpDrMJ1N9MgK","executionInfo":{"status":"ok","timestamp":1684849890109,"user_tz":-120,"elapsed":1814,"user":{"displayName":"Shreyas Korde","userId":"07415984173285713478"}}},"execution_count":11,"outputs":[]},{"cell_type":"code","source":[],"metadata":{"id":"xPYzXXJf_ISl"},"execution_count":null,"outputs":[]}]}