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Docking ISS

Solution for submission 152357

A detailed solution for submission 152357 submitted for challenge Docking ISS

salim_shaikh
In [1]:
gpu_info = !nvidia-smi
gpu_info = '\n'.join(gpu_info)
if gpu_info.find('failed') >= 0:
  print('Select the Runtime > "Change runtime type" menu to enable a GPU accelerator, ')
  print('and then re-execute this cell.')
else:
  print(gpu_info)
Thu Aug  5 18:13:21 2021       
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 470.42.01    Driver Version: 460.32.03    CUDA Version: 11.2     |
|-------------------------------+----------------------+----------------------+
| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |
| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |
|                               |                      |               MIG M. |
|===============================+======================+======================|
|   0  Tesla P100-PCIE...  Off  | 00000000:00:04.0 Off |                    0 |
| N/A   41C    P0    28W / 250W |      0MiB / 16280MiB |      0%      Default |
|                               |                      |                  N/A |
+-------------------------------+----------------------+----------------------+
                                                                               
+-----------------------------------------------------------------------------+
| Processes:                                                                  |
|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |
|        ID   ID                                                   Usage      |
|=============================================================================|
|  No running processes found                                                 |
+-----------------------------------------------------------------------------+
In [2]:
!pip install aicrowd-cli

%load_ext aicrowd.magic
Collecting aicrowd-cli
  Downloading aicrowd_cli-0.1.9-py3-none-any.whl (43 kB)
     |████████████████████████████████| 43 kB 1.9 MB/s 
Collecting requests<3,>=2.25.1
  Downloading requests-2.26.0-py2.py3-none-any.whl (62 kB)
     |████████████████████████████████| 62 kB 1.1 MB/s 
Requirement already satisfied: click<8,>=7.1.2 in /usr/local/lib/python3.7/dist-packages (from aicrowd-cli) (7.1.2)
Collecting requests-toolbelt<1,>=0.9.1
  Downloading requests_toolbelt-0.9.1-py2.py3-none-any.whl (54 kB)
     |████████████████████████████████| 54 kB 2.4 MB/s 
Collecting tqdm<5,>=4.56.0
  Downloading tqdm-4.62.0-py2.py3-none-any.whl (76 kB)
     |████████████████████████████████| 76 kB 5.3 MB/s 
Collecting GitPython==3.1.18
  Downloading GitPython-3.1.18-py3-none-any.whl (170 kB)
     |████████████████████████████████| 170 kB 15.4 MB/s 
Requirement already satisfied: toml<1,>=0.10.2 in /usr/local/lib/python3.7/dist-packages (from aicrowd-cli) (0.10.2)
Collecting rich<11,>=10.0.0
  Downloading rich-10.6.0-py3-none-any.whl (208 kB)
     |████████████████████████████████| 208 kB 14.2 MB/s 
Requirement already satisfied: typing-extensions>=3.7.4.0 in /usr/local/lib/python3.7/dist-packages (from GitPython==3.1.18->aicrowd-cli) (3.7.4.3)
Collecting gitdb<5,>=4.0.1
  Downloading gitdb-4.0.7-py3-none-any.whl (63 kB)
     |████████████████████████████████| 63 kB 2.3 MB/s 
Collecting smmap<5,>=3.0.1
  Downloading smmap-4.0.0-py2.py3-none-any.whl (24 kB)
Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.25.1->aicrowd-cli) (2021.5.30)
Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.25.1->aicrowd-cli) (2.0.2)
Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.25.1->aicrowd-cli) (2.10)
Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.25.1->aicrowd-cli) (1.24.3)
Requirement already satisfied: pygments<3.0.0,>=2.6.0 in /usr/local/lib/python3.7/dist-packages (from rich<11,>=10.0.0->aicrowd-cli) (2.6.1)
Collecting colorama<0.5.0,>=0.4.0
  Downloading colorama-0.4.4-py2.py3-none-any.whl (16 kB)
Collecting commonmark<0.10.0,>=0.9.0
  Downloading commonmark-0.9.1-py2.py3-none-any.whl (51 kB)
     |████████████████████████████████| 51 kB 7.4 MB/s 
Installing collected packages: smmap, requests, gitdb, commonmark, colorama, tqdm, rich, requests-toolbelt, GitPython, aicrowd-cli
  Attempting uninstall: requests
    Found existing installation: requests 2.23.0
    Uninstalling requests-2.23.0:
      Successfully uninstalled requests-2.23.0
  Attempting uninstall: tqdm
    Found existing installation: tqdm 4.41.1
    Uninstalling tqdm-4.41.1:
      Successfully uninstalled tqdm-4.41.1
ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.
google-colab 1.0.0 requires requests~=2.23.0, but you have requests 2.26.0 which is incompatible.
datascience 0.10.6 requires folium==0.2.1, but you have folium 0.8.3 which is incompatible.
Successfully installed GitPython-3.1.18 aicrowd-cli-0.1.9 colorama-0.4.4 commonmark-0.9.1 gitdb-4.0.7 requests-2.26.0 requests-toolbelt-0.9.1 rich-10.6.0 smmap-4.0.0 tqdm-4.62.0
In [3]:
%aicrowd login
Please login here: https://api.aicrowd.com/auth/X0b9iNcWqJ5CaKQPCP2EbsVbRsEQe4kS_lPuI06onjg
API Key valid
Saved API Key successfully!
In [4]:
!rm -rf data
!mkdir data
%aicrowd ds dl -c docking-iss -o data
In [5]:
# Unzipping the files
!unzip data/train.zip -d data/train > /dev/null
!unzip data/val.zip -d data/val > /dev/null
!unzip data/test.zip -d data/test > /dev/null
In [6]:
!rm -r /content/drive/MyDrive/problem1_blitz10
rm: cannot remove '/content/drive/MyDrive/problem1_blitz10': No such file or directory
In [7]:
!mkdir /content/problem1_blitz10
In [8]:
!cp -avr /content/data/train /content/problem1_blitz10
Streaming output truncated to the last 5000 lines.
'/content/data/train/5000.jpg' -> '/content/problem1_blitz10/train/5000.jpg'
'/content/data/train/5001.jpg' -> '/content/problem1_blitz10/train/5001.jpg'
'/content/data/train/5002.jpg' -> '/content/problem1_blitz10/train/5002.jpg'
'/content/data/train/5003.jpg' -> '/content/problem1_blitz10/train/5003.jpg'
'/content/data/train/5004.jpg' -> '/content/problem1_blitz10/train/5004.jpg'
'/content/data/train/5005.jpg' -> '/content/problem1_blitz10/train/5005.jpg'
'/content/data/train/5006.jpg' -> '/content/problem1_blitz10/train/5006.jpg'
'/content/data/train/5007.jpg' -> '/content/problem1_blitz10/train/5007.jpg'
'/content/data/train/5008.jpg' -> '/content/problem1_blitz10/train/5008.jpg'
'/content/data/train/5009.jpg' -> '/content/problem1_blitz10/train/5009.jpg'
'/content/data/train/5010.jpg' -> '/content/problem1_blitz10/train/5010.jpg'
'/content/data/train/5011.jpg' -> '/content/problem1_blitz10/train/5011.jpg'
'/content/data/train/5012.jpg' -> '/content/problem1_blitz10/train/5012.jpg'
'/content/data/train/5013.jpg' -> '/content/problem1_blitz10/train/5013.jpg'
'/content/data/train/5014.jpg' -> '/content/problem1_blitz10/train/5014.jpg'
'/content/data/train/5015.jpg' -> '/content/problem1_blitz10/train/5015.jpg'
'/content/data/train/5016.jpg' -> '/content/problem1_blitz10/train/5016.jpg'
'/content/data/train/5017.jpg' -> '/content/problem1_blitz10/train/5017.jpg'
'/content/data/train/5018.jpg' -> '/content/problem1_blitz10/train/5018.jpg'
'/content/data/train/5019.jpg' -> '/content/problem1_blitz10/train/5019.jpg'
'/content/data/train/5020.jpg' -> '/content/problem1_blitz10/train/5020.jpg'
'/content/data/train/5021.jpg' -> '/content/problem1_blitz10/train/5021.jpg'
'/content/data/train/5022.jpg' -> '/content/problem1_blitz10/train/5022.jpg'
'/content/data/train/5023.jpg' -> '/content/problem1_blitz10/train/5023.jpg'
'/content/data/train/5024.jpg' -> '/content/problem1_blitz10/train/5024.jpg'
'/content/data/train/5025.jpg' -> '/content/problem1_blitz10/train/5025.jpg'
'/content/data/train/5026.jpg' -> '/content/problem1_blitz10/train/5026.jpg'
'/content/data/train/5027.jpg' -> '/content/problem1_blitz10/train/5027.jpg'
'/content/data/train/5028.jpg' -> '/content/problem1_blitz10/train/5028.jpg'
'/content/data/train/5029.jpg' -> '/content/problem1_blitz10/train/5029.jpg'
'/content/data/train/5030.jpg' -> '/content/problem1_blitz10/train/5030.jpg'
'/content/data/train/5031.jpg' -> '/content/problem1_blitz10/train/5031.jpg'
'/content/data/train/5032.jpg' -> '/content/problem1_blitz10/train/5032.jpg'
'/content/data/train/5033.jpg' -> '/content/problem1_blitz10/train/5033.jpg'
'/content/data/train/5034.jpg' -> '/content/problem1_blitz10/train/5034.jpg'
'/content/data/train/5035.jpg' -> '/content/problem1_blitz10/train/5035.jpg'
'/content/data/train/5036.jpg' -> '/content/problem1_blitz10/train/5036.jpg'
'/content/data/train/5037.jpg' -> '/content/problem1_blitz10/train/5037.jpg'
'/content/data/train/5038.jpg' -> '/content/problem1_blitz10/train/5038.jpg'
'/content/data/train/5039.jpg' -> '/content/problem1_blitz10/train/5039.jpg'
'/content/data/train/5040.jpg' -> '/content/problem1_blitz10/train/5040.jpg'
'/content/data/train/5041.jpg' -> '/content/problem1_blitz10/train/5041.jpg'
'/content/data/train/5042.jpg' -> '/content/problem1_blitz10/train/5042.jpg'
'/content/data/train/5043.jpg' -> '/content/problem1_blitz10/train/5043.jpg'
'/content/data/train/5044.jpg' -> '/content/problem1_blitz10/train/5044.jpg'
'/content/data/train/5045.jpg' -> '/content/problem1_blitz10/train/5045.jpg'
'/content/data/train/5046.jpg' -> '/content/problem1_blitz10/train/5046.jpg'
'/content/data/train/5047.jpg' -> '/content/problem1_blitz10/train/5047.jpg'
'/content/data/train/5048.jpg' -> '/content/problem1_blitz10/train/5048.jpg'
'/content/data/train/5049.jpg' -> '/content/problem1_blitz10/train/5049.jpg'
'/content/data/train/5050.jpg' -> '/content/problem1_blitz10/train/5050.jpg'
'/content/data/train/5051.jpg' -> '/content/problem1_blitz10/train/5051.jpg'
'/content/data/train/5052.jpg' -> '/content/problem1_blitz10/train/5052.jpg'
'/content/data/train/5053.jpg' -> '/content/problem1_blitz10/train/5053.jpg'
'/content/data/train/5054.jpg' -> '/content/problem1_blitz10/train/5054.jpg'
'/content/data/train/5055.jpg' -> '/content/problem1_blitz10/train/5055.jpg'
'/content/data/train/5056.jpg' -> '/content/problem1_blitz10/train/5056.jpg'
'/content/data/train/5057.jpg' -> '/content/problem1_blitz10/train/5057.jpg'
'/content/data/train/5058.jpg' -> '/content/problem1_blitz10/train/5058.jpg'
'/content/data/train/5059.jpg' -> '/content/problem1_blitz10/train/5059.jpg'
'/content/data/train/5060.jpg' -> '/content/problem1_blitz10/train/5060.jpg'
'/content/data/train/5061.jpg' -> '/content/problem1_blitz10/train/5061.jpg'
'/content/data/train/5062.jpg' -> '/content/problem1_blitz10/train/5062.jpg'
'/content/data/train/5063.jpg' -> '/content/problem1_blitz10/train/5063.jpg'
'/content/data/train/5064.jpg' -> '/content/problem1_blitz10/train/5064.jpg'
'/content/data/train/5065.jpg' -> '/content/problem1_blitz10/train/5065.jpg'
'/content/data/train/5066.jpg' -> '/content/problem1_blitz10/train/5066.jpg'
'/content/data/train/5067.jpg' -> '/content/problem1_blitz10/train/5067.jpg'
'/content/data/train/5068.jpg' -> '/content/problem1_blitz10/train/5068.jpg'
'/content/data/train/5069.jpg' -> '/content/problem1_blitz10/train/5069.jpg'
'/content/data/train/5070.jpg' -> '/content/problem1_blitz10/train/5070.jpg'
'/content/data/train/5071.jpg' -> '/content/problem1_blitz10/train/5071.jpg'
'/content/data/train/5072.jpg' -> '/content/problem1_blitz10/train/5072.jpg'
'/content/data/train/5073.jpg' -> '/content/problem1_blitz10/train/5073.jpg'
'/content/data/train/5074.jpg' -> '/content/problem1_blitz10/train/5074.jpg'
'/content/data/train/5075.jpg' -> '/content/problem1_blitz10/train/5075.jpg'
'/content/data/train/5076.jpg' -> '/content/problem1_blitz10/train/5076.jpg'
'/content/data/train/5077.jpg' -> '/content/problem1_blitz10/train/5077.jpg'
'/content/data/train/5078.jpg' -> '/content/problem1_blitz10/train/5078.jpg'
'/content/data/train/5079.jpg' -> '/content/problem1_blitz10/train/5079.jpg'
'/content/data/train/5080.jpg' -> '/content/problem1_blitz10/train/5080.jpg'
'/content/data/train/5081.jpg' -> '/content/problem1_blitz10/train/5081.jpg'
'/content/data/train/5082.jpg' -> '/content/problem1_blitz10/train/5082.jpg'
'/content/data/train/5083.jpg' -> '/content/problem1_blitz10/train/5083.jpg'
'/content/data/train/5084.jpg' -> '/content/problem1_blitz10/train/5084.jpg'
'/content/data/train/5085.jpg' -> '/content/problem1_blitz10/train/5085.jpg'
'/content/data/train/5086.jpg' -> '/content/problem1_blitz10/train/5086.jpg'
'/content/data/train/5087.jpg' -> '/content/problem1_blitz10/train/5087.jpg'
'/content/data/train/5088.jpg' -> '/content/problem1_blitz10/train/5088.jpg'
'/content/data/train/5089.jpg' -> '/content/problem1_blitz10/train/5089.jpg'
'/content/data/train/5090.jpg' -> '/content/problem1_blitz10/train/5090.jpg'
'/content/data/train/5091.jpg' -> '/content/problem1_blitz10/train/5091.jpg'
'/content/data/train/5092.jpg' -> '/content/problem1_blitz10/train/5092.jpg'
'/content/data/train/5093.jpg' -> '/content/problem1_blitz10/train/5093.jpg'
'/content/data/train/5094.jpg' -> '/content/problem1_blitz10/train/5094.jpg'
'/content/data/train/5095.jpg' -> '/content/problem1_blitz10/train/5095.jpg'
'/content/data/train/5096.jpg' -> '/content/problem1_blitz10/train/5096.jpg'
'/content/data/train/5097.jpg' -> '/content/problem1_blitz10/train/5097.jpg'
'/content/data/train/5098.jpg' -> '/content/problem1_blitz10/train/5098.jpg'
'/content/data/train/5099.jpg' -> '/content/problem1_blitz10/train/5099.jpg'
'/content/data/train/5100.jpg' -> '/content/problem1_blitz10/train/5100.jpg'
'/content/data/train/5101.jpg' -> '/content/problem1_blitz10/train/5101.jpg'
'/content/data/train/5102.jpg' -> '/content/problem1_blitz10/train/5102.jpg'
'/content/data/train/5103.jpg' -> '/content/problem1_blitz10/train/5103.jpg'
'/content/data/train/5104.jpg' -> '/content/problem1_blitz10/train/5104.jpg'
'/content/data/train/5105.jpg' -> '/content/problem1_blitz10/train/5105.jpg'
'/content/data/train/5106.jpg' -> '/content/problem1_blitz10/train/5106.jpg'
'/content/data/train/5107.jpg' -> '/content/problem1_blitz10/train/5107.jpg'
'/content/data/train/5108.jpg' -> '/content/problem1_blitz10/train/5108.jpg'
'/content/data/train/5109.jpg' -> '/content/problem1_blitz10/train/5109.jpg'
'/content/data/train/5110.jpg' -> '/content/problem1_blitz10/train/5110.jpg'
'/content/data/train/5111.jpg' -> '/content/problem1_blitz10/train/5111.jpg'
'/content/data/train/5112.jpg' -> '/content/problem1_blitz10/train/5112.jpg'
'/content/data/train/5113.jpg' -> '/content/problem1_blitz10/train/5113.jpg'
'/content/data/train/5114.jpg' -> '/content/problem1_blitz10/train/5114.jpg'
'/content/data/train/5115.jpg' -> '/content/problem1_blitz10/train/5115.jpg'
'/content/data/train/5116.jpg' -> '/content/problem1_blitz10/train/5116.jpg'
'/content/data/train/5117.jpg' -> '/content/problem1_blitz10/train/5117.jpg'
'/content/data/train/5118.jpg' -> '/content/problem1_blitz10/train/5118.jpg'
'/content/data/train/5119.jpg' -> '/content/problem1_blitz10/train/5119.jpg'
'/content/data/train/5120.jpg' -> '/content/problem1_blitz10/train/5120.jpg'
'/content/data/train/5121.jpg' -> '/content/problem1_blitz10/train/5121.jpg'
'/content/data/train/5122.jpg' -> '/content/problem1_blitz10/train/5122.jpg'
'/content/data/train/5123.jpg' -> '/content/problem1_blitz10/train/5123.jpg'
'/content/data/train/5124.jpg' -> '/content/problem1_blitz10/train/5124.jpg'
'/content/data/train/5125.jpg' -> '/content/problem1_blitz10/train/5125.jpg'
'/content/data/train/5126.jpg' -> '/content/problem1_blitz10/train/5126.jpg'
'/content/data/train/5127.jpg' -> '/content/problem1_blitz10/train/5127.jpg'
'/content/data/train/5128.jpg' -> '/content/problem1_blitz10/train/5128.jpg'
'/content/data/train/5129.jpg' -> '/content/problem1_blitz10/train/5129.jpg'
'/content/data/train/5130.jpg' -> '/content/problem1_blitz10/train/5130.jpg'
'/content/data/train/5131.jpg' -> '/content/problem1_blitz10/train/5131.jpg'
'/content/data/train/5132.jpg' -> '/content/problem1_blitz10/train/5132.jpg'
'/content/data/train/5133.jpg' -> '/content/problem1_blitz10/train/5133.jpg'
'/content/data/train/5134.jpg' -> '/content/problem1_blitz10/train/5134.jpg'
'/content/data/train/5135.jpg' -> '/content/problem1_blitz10/train/5135.jpg'
'/content/data/train/5136.jpg' -> '/content/problem1_blitz10/train/5136.jpg'
'/content/data/train/5137.jpg' -> '/content/problem1_blitz10/train/5137.jpg'
'/content/data/train/5138.jpg' -> '/content/problem1_blitz10/train/5138.jpg'
'/content/data/train/5139.jpg' -> '/content/problem1_blitz10/train/5139.jpg'
'/content/data/train/5140.jpg' -> '/content/problem1_blitz10/train/5140.jpg'
'/content/data/train/5141.jpg' -> '/content/problem1_blitz10/train/5141.jpg'
'/content/data/train/5142.jpg' -> '/content/problem1_blitz10/train/5142.jpg'
'/content/data/train/5143.jpg' -> '/content/problem1_blitz10/train/5143.jpg'
'/content/data/train/5144.jpg' -> '/content/problem1_blitz10/train/5144.jpg'
'/content/data/train/5145.jpg' -> '/content/problem1_blitz10/train/5145.jpg'
'/content/data/train/5146.jpg' -> '/content/problem1_blitz10/train/5146.jpg'
'/content/data/train/5147.jpg' -> '/content/problem1_blitz10/train/5147.jpg'
'/content/data/train/5148.jpg' -> '/content/problem1_blitz10/train/5148.jpg'
'/content/data/train/5149.jpg' -> '/content/problem1_blitz10/train/5149.jpg'
'/content/data/train/5150.jpg' -> '/content/problem1_blitz10/train/5150.jpg'
'/content/data/train/5151.jpg' -> '/content/problem1_blitz10/train/5151.jpg'
'/content/data/train/5152.jpg' -> '/content/problem1_blitz10/train/5152.jpg'
'/content/data/train/5153.jpg' -> '/content/problem1_blitz10/train/5153.jpg'
'/content/data/train/5154.jpg' -> '/content/problem1_blitz10/train/5154.jpg'
'/content/data/train/5155.jpg' -> '/content/problem1_blitz10/train/5155.jpg'
'/content/data/train/5156.jpg' -> '/content/problem1_blitz10/train/5156.jpg'
'/content/data/train/5157.jpg' -> '/content/problem1_blitz10/train/5157.jpg'
'/content/data/train/5158.jpg' -> '/content/problem1_blitz10/train/5158.jpg'
'/content/data/train/5159.jpg' -> '/content/problem1_blitz10/train/5159.jpg'
'/content/data/train/5160.jpg' -> '/content/problem1_blitz10/train/5160.jpg'
'/content/data/train/5161.jpg' -> '/content/problem1_blitz10/train/5161.jpg'
'/content/data/train/5162.jpg' -> '/content/problem1_blitz10/train/5162.jpg'
'/content/data/train/5163.jpg' -> '/content/problem1_blitz10/train/5163.jpg'
'/content/data/train/5164.jpg' -> '/content/problem1_blitz10/train/5164.jpg'
'/content/data/train/5165.jpg' -> '/content/problem1_blitz10/train/5165.jpg'
'/content/data/train/5166.jpg' -> '/content/problem1_blitz10/train/5166.jpg'
'/content/data/train/5167.jpg' -> '/content/problem1_blitz10/train/5167.jpg'
'/content/data/train/5168.jpg' -> '/content/problem1_blitz10/train/5168.jpg'
'/content/data/train/5169.jpg' -> '/content/problem1_blitz10/train/5169.jpg'
'/content/data/train/5170.jpg' -> '/content/problem1_blitz10/train/5170.jpg'
'/content/data/train/5171.jpg' -> '/content/problem1_blitz10/train/5171.jpg'
'/content/data/train/5172.jpg' -> '/content/problem1_blitz10/train/5172.jpg'
'/content/data/train/5173.jpg' -> '/content/problem1_blitz10/train/5173.jpg'
'/content/data/train/5174.jpg' -> '/content/problem1_blitz10/train/5174.jpg'
'/content/data/train/5175.jpg' -> '/content/problem1_blitz10/train/5175.jpg'
'/content/data/train/5176.jpg' -> '/content/problem1_blitz10/train/5176.jpg'
'/content/data/train/5177.jpg' -> '/content/problem1_blitz10/train/5177.jpg'
'/content/data/train/5178.jpg' -> '/content/problem1_blitz10/train/5178.jpg'
'/content/data/train/5179.jpg' -> '/content/problem1_blitz10/train/5179.jpg'
'/content/data/train/5180.jpg' -> '/content/problem1_blitz10/train/5180.jpg'
'/content/data/train/5181.jpg' -> '/content/problem1_blitz10/train/5181.jpg'
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'/content/data/train/9998.jpg' -> '/content/problem1_blitz10/train/9998.jpg'
'/content/data/train/9999.jpg' -> '/content/problem1_blitz10/train/9999.jpg'
In [9]:
!cp -avr /content/data/test /content/problem1_blitz10
Streaming output truncated to the last 5000 lines.
'/content/data/test/0.jpg' -> '/content/problem1_blitz10/test/0.jpg'
'/content/data/test/1.jpg' -> '/content/problem1_blitz10/test/1.jpg'
'/content/data/test/2.jpg' -> '/content/problem1_blitz10/test/2.jpg'
'/content/data/test/3.jpg' -> '/content/problem1_blitz10/test/3.jpg'
'/content/data/test/4.jpg' -> '/content/problem1_blitz10/test/4.jpg'
'/content/data/test/5.jpg' -> '/content/problem1_blitz10/test/5.jpg'
'/content/data/test/6.jpg' -> '/content/problem1_blitz10/test/6.jpg'
'/content/data/test/7.jpg' -> '/content/problem1_blitz10/test/7.jpg'
'/content/data/test/8.jpg' -> '/content/problem1_blitz10/test/8.jpg'
'/content/data/test/9.jpg' -> '/content/problem1_blitz10/test/9.jpg'
'/content/data/test/10.jpg' -> '/content/problem1_blitz10/test/10.jpg'
'/content/data/test/11.jpg' -> '/content/problem1_blitz10/test/11.jpg'
'/content/data/test/12.jpg' -> '/content/problem1_blitz10/test/12.jpg'
'/content/data/test/13.jpg' -> '/content/problem1_blitz10/test/13.jpg'
'/content/data/test/14.jpg' -> '/content/problem1_blitz10/test/14.jpg'
'/content/data/test/15.jpg' -> '/content/problem1_blitz10/test/15.jpg'
'/content/data/test/16.jpg' -> '/content/problem1_blitz10/test/16.jpg'
'/content/data/test/17.jpg' -> '/content/problem1_blitz10/test/17.jpg'
'/content/data/test/18.jpg' -> '/content/problem1_blitz10/test/18.jpg'
'/content/data/test/19.jpg' -> '/content/problem1_blitz10/test/19.jpg'
'/content/data/test/20.jpg' -> '/content/problem1_blitz10/test/20.jpg'
'/content/data/test/21.jpg' -> '/content/problem1_blitz10/test/21.jpg'
'/content/data/test/22.jpg' -> '/content/problem1_blitz10/test/22.jpg'
'/content/data/test/23.jpg' -> '/content/problem1_blitz10/test/23.jpg'
'/content/data/test/24.jpg' -> '/content/problem1_blitz10/test/24.jpg'
'/content/data/test/25.jpg' -> '/content/problem1_blitz10/test/25.jpg'
'/content/data/test/26.jpg' -> '/content/problem1_blitz10/test/26.jpg'
'/content/data/test/27.jpg' -> '/content/problem1_blitz10/test/27.jpg'
'/content/data/test/28.jpg' -> '/content/problem1_blitz10/test/28.jpg'
'/content/data/test/29.jpg' -> '/content/problem1_blitz10/test/29.jpg'
'/content/data/test/30.jpg' -> '/content/problem1_blitz10/test/30.jpg'
'/content/data/test/31.jpg' -> '/content/problem1_blitz10/test/31.jpg'
'/content/data/test/32.jpg' -> '/content/problem1_blitz10/test/32.jpg'
'/content/data/test/33.jpg' -> '/content/problem1_blitz10/test/33.jpg'
'/content/data/test/34.jpg' -> '/content/problem1_blitz10/test/34.jpg'
'/content/data/test/35.jpg' -> '/content/problem1_blitz10/test/35.jpg'
'/content/data/test/36.jpg' -> '/content/problem1_blitz10/test/36.jpg'
'/content/data/test/37.jpg' -> '/content/problem1_blitz10/test/37.jpg'
'/content/data/test/38.jpg' -> '/content/problem1_blitz10/test/38.jpg'
'/content/data/test/39.jpg' -> '/content/problem1_blitz10/test/39.jpg'
'/content/data/test/40.jpg' -> '/content/problem1_blitz10/test/40.jpg'
'/content/data/test/41.jpg' -> '/content/problem1_blitz10/test/41.jpg'
'/content/data/test/42.jpg' -> '/content/problem1_blitz10/test/42.jpg'
'/content/data/test/43.jpg' -> '/content/problem1_blitz10/test/43.jpg'
'/content/data/test/44.jpg' -> '/content/problem1_blitz10/test/44.jpg'
'/content/data/test/45.jpg' -> '/content/problem1_blitz10/test/45.jpg'
'/content/data/test/46.jpg' -> '/content/problem1_blitz10/test/46.jpg'
'/content/data/test/47.jpg' -> '/content/problem1_blitz10/test/47.jpg'
'/content/data/test/48.jpg' -> '/content/problem1_blitz10/test/48.jpg'
'/content/data/test/49.jpg' -> '/content/problem1_blitz10/test/49.jpg'
'/content/data/test/50.jpg' -> '/content/problem1_blitz10/test/50.jpg'
'/content/data/test/51.jpg' -> '/content/problem1_blitz10/test/51.jpg'
'/content/data/test/52.jpg' -> '/content/problem1_blitz10/test/52.jpg'
'/content/data/test/53.jpg' -> '/content/problem1_blitz10/test/53.jpg'
'/content/data/test/54.jpg' -> '/content/problem1_blitz10/test/54.jpg'
'/content/data/test/55.jpg' -> '/content/problem1_blitz10/test/55.jpg'
'/content/data/test/56.jpg' -> '/content/problem1_blitz10/test/56.jpg'
'/content/data/test/57.jpg' -> '/content/problem1_blitz10/test/57.jpg'
'/content/data/test/58.jpg' -> '/content/problem1_blitz10/test/58.jpg'
'/content/data/test/59.jpg' -> '/content/problem1_blitz10/test/59.jpg'
'/content/data/test/60.jpg' -> '/content/problem1_blitz10/test/60.jpg'
'/content/data/test/61.jpg' -> '/content/problem1_blitz10/test/61.jpg'
'/content/data/test/62.jpg' -> '/content/problem1_blitz10/test/62.jpg'
'/content/data/test/63.jpg' -> '/content/problem1_blitz10/test/63.jpg'
'/content/data/test/64.jpg' -> '/content/problem1_blitz10/test/64.jpg'
'/content/data/test/65.jpg' -> '/content/problem1_blitz10/test/65.jpg'
'/content/data/test/66.jpg' -> '/content/problem1_blitz10/test/66.jpg'
'/content/data/test/67.jpg' -> '/content/problem1_blitz10/test/67.jpg'
'/content/data/test/68.jpg' -> '/content/problem1_blitz10/test/68.jpg'
'/content/data/test/69.jpg' -> '/content/problem1_blitz10/test/69.jpg'
'/content/data/test/70.jpg' -> '/content/problem1_blitz10/test/70.jpg'
'/content/data/test/71.jpg' -> '/content/problem1_blitz10/test/71.jpg'
'/content/data/test/72.jpg' -> '/content/problem1_blitz10/test/72.jpg'
'/content/data/test/73.jpg' -> '/content/problem1_blitz10/test/73.jpg'
'/content/data/test/74.jpg' -> '/content/problem1_blitz10/test/74.jpg'
'/content/data/test/75.jpg' -> '/content/problem1_blitz10/test/75.jpg'
'/content/data/test/76.jpg' -> '/content/problem1_blitz10/test/76.jpg'
'/content/data/test/77.jpg' -> '/content/problem1_blitz10/test/77.jpg'
'/content/data/test/78.jpg' -> '/content/problem1_blitz10/test/78.jpg'
'/content/data/test/79.jpg' -> '/content/problem1_blitz10/test/79.jpg'
'/content/data/test/80.jpg' -> '/content/problem1_blitz10/test/80.jpg'
'/content/data/test/81.jpg' -> '/content/problem1_blitz10/test/81.jpg'
'/content/data/test/82.jpg' -> '/content/problem1_blitz10/test/82.jpg'
'/content/data/test/83.jpg' -> '/content/problem1_blitz10/test/83.jpg'
'/content/data/test/84.jpg' -> '/content/problem1_blitz10/test/84.jpg'
'/content/data/test/85.jpg' -> '/content/problem1_blitz10/test/85.jpg'
'/content/data/test/86.jpg' -> '/content/problem1_blitz10/test/86.jpg'
'/content/data/test/87.jpg' -> '/content/problem1_blitz10/test/87.jpg'
'/content/data/test/88.jpg' -> '/content/problem1_blitz10/test/88.jpg'
'/content/data/test/89.jpg' -> '/content/problem1_blitz10/test/89.jpg'
'/content/data/test/90.jpg' -> '/content/problem1_blitz10/test/90.jpg'
'/content/data/test/91.jpg' -> '/content/problem1_blitz10/test/91.jpg'
'/content/data/test/92.jpg' -> '/content/problem1_blitz10/test/92.jpg'
'/content/data/test/93.jpg' -> '/content/problem1_blitz10/test/93.jpg'
'/content/data/test/94.jpg' -> '/content/problem1_blitz10/test/94.jpg'
'/content/data/test/95.jpg' -> '/content/problem1_blitz10/test/95.jpg'
'/content/data/test/96.jpg' -> '/content/problem1_blitz10/test/96.jpg'
'/content/data/test/97.jpg' -> '/content/problem1_blitz10/test/97.jpg'
'/content/data/test/98.jpg' -> '/content/problem1_blitz10/test/98.jpg'
'/content/data/test/99.jpg' -> '/content/problem1_blitz10/test/99.jpg'
'/content/data/test/100.jpg' -> '/content/problem1_blitz10/test/100.jpg'
'/content/data/test/101.jpg' -> '/content/problem1_blitz10/test/101.jpg'
'/content/data/test/102.jpg' -> '/content/problem1_blitz10/test/102.jpg'
'/content/data/test/103.jpg' -> '/content/problem1_blitz10/test/103.jpg'
'/content/data/test/104.jpg' -> '/content/problem1_blitz10/test/104.jpg'
'/content/data/test/105.jpg' -> '/content/problem1_blitz10/test/105.jpg'
'/content/data/test/106.jpg' -> '/content/problem1_blitz10/test/106.jpg'
'/content/data/test/107.jpg' -> '/content/problem1_blitz10/test/107.jpg'
'/content/data/test/108.jpg' -> '/content/problem1_blitz10/test/108.jpg'
'/content/data/test/109.jpg' -> '/content/problem1_blitz10/test/109.jpg'
'/content/data/test/110.jpg' -> '/content/problem1_blitz10/test/110.jpg'
'/content/data/test/111.jpg' -> '/content/problem1_blitz10/test/111.jpg'
'/content/data/test/112.jpg' -> '/content/problem1_blitz10/test/112.jpg'
'/content/data/test/113.jpg' -> '/content/problem1_blitz10/test/113.jpg'
'/content/data/test/114.jpg' -> '/content/problem1_blitz10/test/114.jpg'
'/content/data/test/115.jpg' -> '/content/problem1_blitz10/test/115.jpg'
'/content/data/test/116.jpg' -> '/content/problem1_blitz10/test/116.jpg'
'/content/data/test/117.jpg' -> '/content/problem1_blitz10/test/117.jpg'
'/content/data/test/118.jpg' -> '/content/problem1_blitz10/test/118.jpg'
'/content/data/test/119.jpg' -> '/content/problem1_blitz10/test/119.jpg'
'/content/data/test/120.jpg' -> '/content/problem1_blitz10/test/120.jpg'
'/content/data/test/121.jpg' -> '/content/problem1_blitz10/test/121.jpg'
'/content/data/test/122.jpg' -> '/content/problem1_blitz10/test/122.jpg'
'/content/data/test/123.jpg' -> '/content/problem1_blitz10/test/123.jpg'
'/content/data/test/124.jpg' -> '/content/problem1_blitz10/test/124.jpg'
'/content/data/test/125.jpg' -> '/content/problem1_blitz10/test/125.jpg'
'/content/data/test/126.jpg' -> '/content/problem1_blitz10/test/126.jpg'
'/content/data/test/127.jpg' -> '/content/problem1_blitz10/test/127.jpg'
'/content/data/test/128.jpg' -> '/content/problem1_blitz10/test/128.jpg'
'/content/data/test/129.jpg' -> '/content/problem1_blitz10/test/129.jpg'
'/content/data/test/130.jpg' -> '/content/problem1_blitz10/test/130.jpg'
'/content/data/test/131.jpg' -> '/content/problem1_blitz10/test/131.jpg'
'/content/data/test/132.jpg' -> '/content/problem1_blitz10/test/132.jpg'
'/content/data/test/133.jpg' -> '/content/problem1_blitz10/test/133.jpg'
'/content/data/test/134.jpg' -> '/content/problem1_blitz10/test/134.jpg'
'/content/data/test/135.jpg' -> '/content/problem1_blitz10/test/135.jpg'
'/content/data/test/136.jpg' -> '/content/problem1_blitz10/test/136.jpg'
'/content/data/test/137.jpg' -> '/content/problem1_blitz10/test/137.jpg'
'/content/data/test/138.jpg' -> '/content/problem1_blitz10/test/138.jpg'
'/content/data/test/139.jpg' -> '/content/problem1_blitz10/test/139.jpg'
'/content/data/test/140.jpg' -> '/content/problem1_blitz10/test/140.jpg'
'/content/data/test/141.jpg' -> '/content/problem1_blitz10/test/141.jpg'
'/content/data/test/142.jpg' -> '/content/problem1_blitz10/test/142.jpg'
'/content/data/test/143.jpg' -> '/content/problem1_blitz10/test/143.jpg'
'/content/data/test/144.jpg' -> '/content/problem1_blitz10/test/144.jpg'
'/content/data/test/145.jpg' -> '/content/problem1_blitz10/test/145.jpg'
'/content/data/test/146.jpg' -> '/content/problem1_blitz10/test/146.jpg'
'/content/data/test/147.jpg' -> '/content/problem1_blitz10/test/147.jpg'
'/content/data/test/148.jpg' -> '/content/problem1_blitz10/test/148.jpg'
'/content/data/test/149.jpg' -> '/content/problem1_blitz10/test/149.jpg'
'/content/data/test/150.jpg' -> '/content/problem1_blitz10/test/150.jpg'
'/content/data/test/151.jpg' -> '/content/problem1_blitz10/test/151.jpg'
'/content/data/test/152.jpg' -> '/content/problem1_blitz10/test/152.jpg'
'/content/data/test/153.jpg' -> '/content/problem1_blitz10/test/153.jpg'
'/content/data/test/154.jpg' -> '/content/problem1_blitz10/test/154.jpg'
'/content/data/test/155.jpg' -> '/content/problem1_blitz10/test/155.jpg'
'/content/data/test/156.jpg' -> '/content/problem1_blitz10/test/156.jpg'
'/content/data/test/157.jpg' -> '/content/problem1_blitz10/test/157.jpg'
'/content/data/test/158.jpg' -> '/content/problem1_blitz10/test/158.jpg'
'/content/data/test/159.jpg' -> '/content/problem1_blitz10/test/159.jpg'
'/content/data/test/160.jpg' -> '/content/problem1_blitz10/test/160.jpg'
'/content/data/test/161.jpg' -> '/content/problem1_blitz10/test/161.jpg'
'/content/data/test/162.jpg' -> '/content/problem1_blitz10/test/162.jpg'
'/content/data/test/163.jpg' -> '/content/problem1_blitz10/test/163.jpg'
'/content/data/test/164.jpg' -> '/content/problem1_blitz10/test/164.jpg'
'/content/data/test/165.jpg' -> '/content/problem1_blitz10/test/165.jpg'
'/content/data/test/166.jpg' -> '/content/problem1_blitz10/test/166.jpg'
'/content/data/test/167.jpg' -> '/content/problem1_blitz10/test/167.jpg'
'/content/data/test/168.jpg' -> '/content/problem1_blitz10/test/168.jpg'
'/content/data/test/169.jpg' -> '/content/problem1_blitz10/test/169.jpg'
'/content/data/test/170.jpg' -> '/content/problem1_blitz10/test/170.jpg'
'/content/data/test/171.jpg' -> '/content/problem1_blitz10/test/171.jpg'
'/content/data/test/172.jpg' -> '/content/problem1_blitz10/test/172.jpg'
'/content/data/test/173.jpg' -> '/content/problem1_blitz10/test/173.jpg'
'/content/data/test/174.jpg' -> '/content/problem1_blitz10/test/174.jpg'
'/content/data/test/175.jpg' -> '/content/problem1_blitz10/test/175.jpg'
'/content/data/test/176.jpg' -> '/content/problem1_blitz10/test/176.jpg'
'/content/data/test/177.jpg' -> '/content/problem1_blitz10/test/177.jpg'
'/content/data/test/178.jpg' -> '/content/problem1_blitz10/test/178.jpg'
'/content/data/test/179.jpg' -> '/content/problem1_blitz10/test/179.jpg'
'/content/data/test/180.jpg' -> '/content/problem1_blitz10/test/180.jpg'
'/content/data/test/181.jpg' -> '/content/problem1_blitz10/test/181.jpg'
'/content/data/test/182.jpg' -> '/content/problem1_blitz10/test/182.jpg'
'/content/data/test/183.jpg' -> '/content/problem1_blitz10/test/183.jpg'
'/content/data/test/184.jpg' -> '/content/problem1_blitz10/test/184.jpg'
'/content/data/test/185.jpg' -> '/content/problem1_blitz10/test/185.jpg'
'/content/data/test/186.jpg' -> '/content/problem1_blitz10/test/186.jpg'
'/content/data/test/187.jpg' -> '/content/problem1_blitz10/test/187.jpg'
'/content/data/test/188.jpg' -> '/content/problem1_blitz10/test/188.jpg'
'/content/data/test/189.jpg' -> '/content/problem1_blitz10/test/189.jpg'
'/content/data/test/190.jpg' -> '/content/problem1_blitz10/test/190.jpg'
'/content/data/test/191.jpg' -> '/content/problem1_blitz10/test/191.jpg'
'/content/data/test/192.jpg' -> '/content/problem1_blitz10/test/192.jpg'
'/content/data/test/193.jpg' -> '/content/problem1_blitz10/test/193.jpg'
'/content/data/test/194.jpg' -> '/content/problem1_blitz10/test/194.jpg'
'/content/data/test/195.jpg' -> '/content/problem1_blitz10/test/195.jpg'
'/content/data/test/196.jpg' -> '/content/problem1_blitz10/test/196.jpg'
'/content/data/test/197.jpg' -> '/content/problem1_blitz10/test/197.jpg'
'/content/data/test/198.jpg' -> '/content/problem1_blitz10/test/198.jpg'
'/content/data/test/199.jpg' -> '/content/problem1_blitz10/test/199.jpg'
'/content/data/test/200.jpg' -> '/content/problem1_blitz10/test/200.jpg'
'/content/data/test/201.jpg' -> '/content/problem1_blitz10/test/201.jpg'
'/content/data/test/202.jpg' -> '/content/problem1_blitz10/test/202.jpg'
'/content/data/test/203.jpg' -> '/content/problem1_blitz10/test/203.jpg'
'/content/data/test/204.jpg' -> '/content/problem1_blitz10/test/204.jpg'
'/content/data/test/205.jpg' -> '/content/problem1_blitz10/test/205.jpg'
'/content/data/test/206.jpg' -> '/content/problem1_blitz10/test/206.jpg'
'/content/data/test/207.jpg' -> '/content/problem1_blitz10/test/207.jpg'
'/content/data/test/208.jpg' -> '/content/problem1_blitz10/test/208.jpg'
'/content/data/test/209.jpg' -> '/content/problem1_blitz10/test/209.jpg'
'/content/data/test/210.jpg' -> '/content/problem1_blitz10/test/210.jpg'
'/content/data/test/211.jpg' -> '/content/problem1_blitz10/test/211.jpg'
'/content/data/test/212.jpg' -> '/content/problem1_blitz10/test/212.jpg'
'/content/data/test/213.jpg' -> '/content/problem1_blitz10/test/213.jpg'
'/content/data/test/214.jpg' -> '/content/problem1_blitz10/test/214.jpg'
'/content/data/test/215.jpg' -> '/content/problem1_blitz10/test/215.jpg'
'/content/data/test/216.jpg' -> '/content/problem1_blitz10/test/216.jpg'
'/content/data/test/217.jpg' -> '/content/problem1_blitz10/test/217.jpg'
'/content/data/test/218.jpg' -> '/content/problem1_blitz10/test/218.jpg'
'/content/data/test/219.jpg' -> '/content/problem1_blitz10/test/219.jpg'
'/content/data/test/220.jpg' -> '/content/problem1_blitz10/test/220.jpg'
'/content/data/test/221.jpg' -> '/content/problem1_blitz10/test/221.jpg'
'/content/data/test/222.jpg' -> '/content/problem1_blitz10/test/222.jpg'
'/content/data/test/223.jpg' -> '/content/problem1_blitz10/test/223.jpg'
'/content/data/test/224.jpg' -> '/content/problem1_blitz10/test/224.jpg'
'/content/data/test/225.jpg' -> '/content/problem1_blitz10/test/225.jpg'
'/content/data/test/226.jpg' -> '/content/problem1_blitz10/test/226.jpg'
'/content/data/test/227.jpg' -> '/content/problem1_blitz10/test/227.jpg'
'/content/data/test/228.jpg' -> '/content/problem1_blitz10/test/228.jpg'
'/content/data/test/229.jpg' -> '/content/problem1_blitz10/test/229.jpg'
'/content/data/test/230.jpg' -> '/content/problem1_blitz10/test/230.jpg'
'/content/data/test/231.jpg' -> '/content/problem1_blitz10/test/231.jpg'
'/content/data/test/232.jpg' -> '/content/problem1_blitz10/test/232.jpg'
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'/content/data/test/234.jpg' -> '/content/problem1_blitz10/test/234.jpg'
'/content/data/test/235.jpg' -> '/content/problem1_blitz10/test/235.jpg'
'/content/data/test/236.jpg' -> '/content/problem1_blitz10/test/236.jpg'
'/content/data/test/237.jpg' -> '/content/problem1_blitz10/test/237.jpg'
'/content/data/test/238.jpg' -> '/content/problem1_blitz10/test/238.jpg'
'/content/data/test/239.jpg' -> '/content/problem1_blitz10/test/239.jpg'
'/content/data/test/240.jpg' -> '/content/problem1_blitz10/test/240.jpg'
'/content/data/test/241.jpg' -> '/content/problem1_blitz10/test/241.jpg'
'/content/data/test/242.jpg' -> '/content/problem1_blitz10/test/242.jpg'
'/content/data/test/243.jpg' -> '/content/problem1_blitz10/test/243.jpg'
'/content/data/test/244.jpg' -> '/content/problem1_blitz10/test/244.jpg'
'/content/data/test/245.jpg' -> '/content/problem1_blitz10/test/245.jpg'
'/content/data/test/246.jpg' -> '/content/problem1_blitz10/test/246.jpg'
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'/content/data/test/248.jpg' -> '/content/problem1_blitz10/test/248.jpg'
'/content/data/test/249.jpg' -> '/content/problem1_blitz10/test/249.jpg'
'/content/data/test/250.jpg' -> '/content/problem1_blitz10/test/250.jpg'
'/content/data/test/251.jpg' -> '/content/problem1_blitz10/test/251.jpg'
'/content/data/test/252.jpg' -> '/content/problem1_blitz10/test/252.jpg'
'/content/data/test/253.jpg' -> '/content/problem1_blitz10/test/253.jpg'
'/content/data/test/254.jpg' -> '/content/problem1_blitz10/test/254.jpg'
'/content/data/test/255.jpg' -> '/content/problem1_blitz10/test/255.jpg'
'/content/data/test/256.jpg' -> '/content/problem1_blitz10/test/256.jpg'
'/content/data/test/257.jpg' -> '/content/problem1_blitz10/test/257.jpg'
'/content/data/test/258.jpg' -> '/content/problem1_blitz10/test/258.jpg'
'/content/data/test/259.jpg' -> '/content/problem1_blitz10/test/259.jpg'
'/content/data/test/260.jpg' -> '/content/problem1_blitz10/test/260.jpg'
'/content/data/test/261.jpg' -> '/content/problem1_blitz10/test/261.jpg'
'/content/data/test/262.jpg' -> '/content/problem1_blitz10/test/262.jpg'
'/content/data/test/263.jpg' -> '/content/problem1_blitz10/test/263.jpg'
'/content/data/test/264.jpg' -> '/content/problem1_blitz10/test/264.jpg'
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'/content/data/test/4877.jpg' -> '/content/problem1_blitz10/test/4877.jpg'
'/content/data/test/4878.jpg' -> '/content/problem1_blitz10/test/4878.jpg'
'/content/data/test/4879.jpg' -> '/content/problem1_blitz10/test/4879.jpg'
'/content/data/test/4880.jpg' -> '/content/problem1_blitz10/test/4880.jpg'
'/content/data/test/4881.jpg' -> '/content/problem1_blitz10/test/4881.jpg'
'/content/data/test/4882.jpg' -> '/content/problem1_blitz10/test/4882.jpg'
'/content/data/test/4883.jpg' -> '/content/problem1_blitz10/test/4883.jpg'
'/content/data/test/4884.jpg' -> '/content/problem1_blitz10/test/4884.jpg'
'/content/data/test/4885.jpg' -> '/content/problem1_blitz10/test/4885.jpg'
'/content/data/test/4886.jpg' -> '/content/problem1_blitz10/test/4886.jpg'
'/content/data/test/4887.jpg' -> '/content/problem1_blitz10/test/4887.jpg'
'/content/data/test/4888.jpg' -> '/content/problem1_blitz10/test/4888.jpg'
'/content/data/test/4889.jpg' -> '/content/problem1_blitz10/test/4889.jpg'
'/content/data/test/4890.jpg' -> '/content/problem1_blitz10/test/4890.jpg'
'/content/data/test/4891.jpg' -> '/content/problem1_blitz10/test/4891.jpg'
'/content/data/test/4892.jpg' -> '/content/problem1_blitz10/test/4892.jpg'
'/content/data/test/4893.jpg' -> '/content/problem1_blitz10/test/4893.jpg'
'/content/data/test/4894.jpg' -> '/content/problem1_blitz10/test/4894.jpg'
'/content/data/test/4895.jpg' -> '/content/problem1_blitz10/test/4895.jpg'
'/content/data/test/4896.jpg' -> '/content/problem1_blitz10/test/4896.jpg'
'/content/data/test/4897.jpg' -> '/content/problem1_blitz10/test/4897.jpg'
'/content/data/test/4898.jpg' -> '/content/problem1_blitz10/test/4898.jpg'
'/content/data/test/4899.jpg' -> '/content/problem1_blitz10/test/4899.jpg'
'/content/data/test/4900.jpg' -> '/content/problem1_blitz10/test/4900.jpg'
'/content/data/test/4901.jpg' -> '/content/problem1_blitz10/test/4901.jpg'
'/content/data/test/4902.jpg' -> '/content/problem1_blitz10/test/4902.jpg'
'/content/data/test/4903.jpg' -> '/content/problem1_blitz10/test/4903.jpg'
'/content/data/test/4904.jpg' -> '/content/problem1_blitz10/test/4904.jpg'
'/content/data/test/4905.jpg' -> '/content/problem1_blitz10/test/4905.jpg'
'/content/data/test/4906.jpg' -> '/content/problem1_blitz10/test/4906.jpg'
'/content/data/test/4907.jpg' -> '/content/problem1_blitz10/test/4907.jpg'
'/content/data/test/4908.jpg' -> '/content/problem1_blitz10/test/4908.jpg'
'/content/data/test/4909.jpg' -> '/content/problem1_blitz10/test/4909.jpg'
'/content/data/test/4910.jpg' -> '/content/problem1_blitz10/test/4910.jpg'
'/content/data/test/4911.jpg' -> '/content/problem1_blitz10/test/4911.jpg'
'/content/data/test/4912.jpg' -> '/content/problem1_blitz10/test/4912.jpg'
'/content/data/test/4913.jpg' -> '/content/problem1_blitz10/test/4913.jpg'
'/content/data/test/4914.jpg' -> '/content/problem1_blitz10/test/4914.jpg'
'/content/data/test/4915.jpg' -> '/content/problem1_blitz10/test/4915.jpg'
'/content/data/test/4916.jpg' -> '/content/problem1_blitz10/test/4916.jpg'
'/content/data/test/4917.jpg' -> '/content/problem1_blitz10/test/4917.jpg'
'/content/data/test/4918.jpg' -> '/content/problem1_blitz10/test/4918.jpg'
'/content/data/test/4919.jpg' -> '/content/problem1_blitz10/test/4919.jpg'
'/content/data/test/4920.jpg' -> '/content/problem1_blitz10/test/4920.jpg'
'/content/data/test/4921.jpg' -> '/content/problem1_blitz10/test/4921.jpg'
'/content/data/test/4922.jpg' -> '/content/problem1_blitz10/test/4922.jpg'
'/content/data/test/4923.jpg' -> '/content/problem1_blitz10/test/4923.jpg'
'/content/data/test/4924.jpg' -> '/content/problem1_blitz10/test/4924.jpg'
'/content/data/test/4925.jpg' -> '/content/problem1_blitz10/test/4925.jpg'
'/content/data/test/4926.jpg' -> '/content/problem1_blitz10/test/4926.jpg'
'/content/data/test/4927.jpg' -> '/content/problem1_blitz10/test/4927.jpg'
'/content/data/test/4928.jpg' -> '/content/problem1_blitz10/test/4928.jpg'
'/content/data/test/4929.jpg' -> '/content/problem1_blitz10/test/4929.jpg'
'/content/data/test/4930.jpg' -> '/content/problem1_blitz10/test/4930.jpg'
'/content/data/test/4931.jpg' -> '/content/problem1_blitz10/test/4931.jpg'
'/content/data/test/4932.jpg' -> '/content/problem1_blitz10/test/4932.jpg'
'/content/data/test/4933.jpg' -> '/content/problem1_blitz10/test/4933.jpg'
'/content/data/test/4934.jpg' -> '/content/problem1_blitz10/test/4934.jpg'
'/content/data/test/4935.jpg' -> '/content/problem1_blitz10/test/4935.jpg'
'/content/data/test/4936.jpg' -> '/content/problem1_blitz10/test/4936.jpg'
'/content/data/test/4937.jpg' -> '/content/problem1_blitz10/test/4937.jpg'
'/content/data/test/4938.jpg' -> '/content/problem1_blitz10/test/4938.jpg'
'/content/data/test/4939.jpg' -> '/content/problem1_blitz10/test/4939.jpg'
'/content/data/test/4940.jpg' -> '/content/problem1_blitz10/test/4940.jpg'
'/content/data/test/4941.jpg' -> '/content/problem1_blitz10/test/4941.jpg'
'/content/data/test/4942.jpg' -> '/content/problem1_blitz10/test/4942.jpg'
'/content/data/test/4943.jpg' -> '/content/problem1_blitz10/test/4943.jpg'
'/content/data/test/4944.jpg' -> '/content/problem1_blitz10/test/4944.jpg'
'/content/data/test/4945.jpg' -> '/content/problem1_blitz10/test/4945.jpg'
'/content/data/test/4946.jpg' -> '/content/problem1_blitz10/test/4946.jpg'
'/content/data/test/4947.jpg' -> '/content/problem1_blitz10/test/4947.jpg'
'/content/data/test/4948.jpg' -> '/content/problem1_blitz10/test/4948.jpg'
'/content/data/test/4949.jpg' -> '/content/problem1_blitz10/test/4949.jpg'
'/content/data/test/4950.jpg' -> '/content/problem1_blitz10/test/4950.jpg'
'/content/data/test/4951.jpg' -> '/content/problem1_blitz10/test/4951.jpg'
'/content/data/test/4952.jpg' -> '/content/problem1_blitz10/test/4952.jpg'
'/content/data/test/4953.jpg' -> '/content/problem1_blitz10/test/4953.jpg'
'/content/data/test/4954.jpg' -> '/content/problem1_blitz10/test/4954.jpg'
'/content/data/test/4955.jpg' -> '/content/problem1_blitz10/test/4955.jpg'
'/content/data/test/4956.jpg' -> '/content/problem1_blitz10/test/4956.jpg'
'/content/data/test/4957.jpg' -> '/content/problem1_blitz10/test/4957.jpg'
'/content/data/test/4958.jpg' -> '/content/problem1_blitz10/test/4958.jpg'
'/content/data/test/4959.jpg' -> '/content/problem1_blitz10/test/4959.jpg'
'/content/data/test/4960.jpg' -> '/content/problem1_blitz10/test/4960.jpg'
'/content/data/test/4961.jpg' -> '/content/problem1_blitz10/test/4961.jpg'
'/content/data/test/4962.jpg' -> '/content/problem1_blitz10/test/4962.jpg'
'/content/data/test/4963.jpg' -> '/content/problem1_blitz10/test/4963.jpg'
'/content/data/test/4964.jpg' -> '/content/problem1_blitz10/test/4964.jpg'
'/content/data/test/4965.jpg' -> '/content/problem1_blitz10/test/4965.jpg'
'/content/data/test/4966.jpg' -> '/content/problem1_blitz10/test/4966.jpg'
'/content/data/test/4967.jpg' -> '/content/problem1_blitz10/test/4967.jpg'
'/content/data/test/4968.jpg' -> '/content/problem1_blitz10/test/4968.jpg'
'/content/data/test/4969.jpg' -> '/content/problem1_blitz10/test/4969.jpg'
'/content/data/test/4970.jpg' -> '/content/problem1_blitz10/test/4970.jpg'
'/content/data/test/4971.jpg' -> '/content/problem1_blitz10/test/4971.jpg'
'/content/data/test/4972.jpg' -> '/content/problem1_blitz10/test/4972.jpg'
'/content/data/test/4973.jpg' -> '/content/problem1_blitz10/test/4973.jpg'
'/content/data/test/4974.jpg' -> '/content/problem1_blitz10/test/4974.jpg'
'/content/data/test/4975.jpg' -> '/content/problem1_blitz10/test/4975.jpg'
'/content/data/test/4976.jpg' -> '/content/problem1_blitz10/test/4976.jpg'
'/content/data/test/4977.jpg' -> '/content/problem1_blitz10/test/4977.jpg'
'/content/data/test/4978.jpg' -> '/content/problem1_blitz10/test/4978.jpg'
'/content/data/test/4979.jpg' -> '/content/problem1_blitz10/test/4979.jpg'
'/content/data/test/4980.jpg' -> '/content/problem1_blitz10/test/4980.jpg'
'/content/data/test/4981.jpg' -> '/content/problem1_blitz10/test/4981.jpg'
'/content/data/test/4982.jpg' -> '/content/problem1_blitz10/test/4982.jpg'
'/content/data/test/4983.jpg' -> '/content/problem1_blitz10/test/4983.jpg'
'/content/data/test/4984.jpg' -> '/content/problem1_blitz10/test/4984.jpg'
'/content/data/test/4985.jpg' -> '/content/problem1_blitz10/test/4985.jpg'
'/content/data/test/4986.jpg' -> '/content/problem1_blitz10/test/4986.jpg'
'/content/data/test/4987.jpg' -> '/content/problem1_blitz10/test/4987.jpg'
'/content/data/test/4988.jpg' -> '/content/problem1_blitz10/test/4988.jpg'
'/content/data/test/4989.jpg' -> '/content/problem1_blitz10/test/4989.jpg'
'/content/data/test/4990.jpg' -> '/content/problem1_blitz10/test/4990.jpg'
'/content/data/test/4991.jpg' -> '/content/problem1_blitz10/test/4991.jpg'
'/content/data/test/4992.jpg' -> '/content/problem1_blitz10/test/4992.jpg'
'/content/data/test/4993.jpg' -> '/content/problem1_blitz10/test/4993.jpg'
'/content/data/test/4994.jpg' -> '/content/problem1_blitz10/test/4994.jpg'
'/content/data/test/4995.jpg' -> '/content/problem1_blitz10/test/4995.jpg'
'/content/data/test/4996.jpg' -> '/content/problem1_blitz10/test/4996.jpg'
'/content/data/test/4997.jpg' -> '/content/problem1_blitz10/test/4997.jpg'
'/content/data/test/4998.jpg' -> '/content/problem1_blitz10/test/4998.jpg'
'/content/data/test/4999.jpg' -> '/content/problem1_blitz10/test/4999.jpg'
In [10]:
!cp -avr /content/data/val /content/problem1_blitz10
'/content/data/val' -> '/content/problem1_blitz10/val'
'/content/data/val/0.jpg' -> '/content/problem1_blitz10/val/0.jpg'
'/content/data/val/1.jpg' -> '/content/problem1_blitz10/val/1.jpg'
'/content/data/val/2.jpg' -> '/content/problem1_blitz10/val/2.jpg'
'/content/data/val/3.jpg' -> '/content/problem1_blitz10/val/3.jpg'
'/content/data/val/4.jpg' -> '/content/problem1_blitz10/val/4.jpg'
'/content/data/val/5.jpg' -> '/content/problem1_blitz10/val/5.jpg'
'/content/data/val/6.jpg' -> '/content/problem1_blitz10/val/6.jpg'
'/content/data/val/7.jpg' -> '/content/problem1_blitz10/val/7.jpg'
'/content/data/val/8.jpg' -> '/content/problem1_blitz10/val/8.jpg'
'/content/data/val/9.jpg' -> '/content/problem1_blitz10/val/9.jpg'
'/content/data/val/10.jpg' -> '/content/problem1_blitz10/val/10.jpg'
'/content/data/val/11.jpg' -> '/content/problem1_blitz10/val/11.jpg'
'/content/data/val/12.jpg' -> '/content/problem1_blitz10/val/12.jpg'
'/content/data/val/13.jpg' -> '/content/problem1_blitz10/val/13.jpg'
'/content/data/val/14.jpg' -> '/content/problem1_blitz10/val/14.jpg'
'/content/data/val/15.jpg' -> '/content/problem1_blitz10/val/15.jpg'
'/content/data/val/16.jpg' -> '/content/problem1_blitz10/val/16.jpg'
'/content/data/val/17.jpg' -> '/content/problem1_blitz10/val/17.jpg'
'/content/data/val/18.jpg' -> '/content/problem1_blitz10/val/18.jpg'
'/content/data/val/19.jpg' -> '/content/problem1_blitz10/val/19.jpg'
'/content/data/val/20.jpg' -> '/content/problem1_blitz10/val/20.jpg'
'/content/data/val/21.jpg' -> '/content/problem1_blitz10/val/21.jpg'
'/content/data/val/22.jpg' -> '/content/problem1_blitz10/val/22.jpg'
'/content/data/val/23.jpg' -> '/content/problem1_blitz10/val/23.jpg'
'/content/data/val/24.jpg' -> '/content/problem1_blitz10/val/24.jpg'
'/content/data/val/25.jpg' -> '/content/problem1_blitz10/val/25.jpg'
'/content/data/val/26.jpg' -> '/content/problem1_blitz10/val/26.jpg'
'/content/data/val/27.jpg' -> '/content/problem1_blitz10/val/27.jpg'
'/content/data/val/28.jpg' -> '/content/problem1_blitz10/val/28.jpg'
'/content/data/val/29.jpg' -> '/content/problem1_blitz10/val/29.jpg'
'/content/data/val/30.jpg' -> '/content/problem1_blitz10/val/30.jpg'
'/content/data/val/31.jpg' -> '/content/problem1_blitz10/val/31.jpg'
'/content/data/val/32.jpg' -> '/content/problem1_blitz10/val/32.jpg'
'/content/data/val/33.jpg' -> '/content/problem1_blitz10/val/33.jpg'
'/content/data/val/34.jpg' -> '/content/problem1_blitz10/val/34.jpg'
'/content/data/val/35.jpg' -> '/content/problem1_blitz10/val/35.jpg'
'/content/data/val/36.jpg' -> '/content/problem1_blitz10/val/36.jpg'
'/content/data/val/37.jpg' -> '/content/problem1_blitz10/val/37.jpg'
'/content/data/val/38.jpg' -> '/content/problem1_blitz10/val/38.jpg'
'/content/data/val/39.jpg' -> '/content/problem1_blitz10/val/39.jpg'
'/content/data/val/40.jpg' -> '/content/problem1_blitz10/val/40.jpg'
'/content/data/val/41.jpg' -> '/content/problem1_blitz10/val/41.jpg'
'/content/data/val/42.jpg' -> '/content/problem1_blitz10/val/42.jpg'
'/content/data/val/43.jpg' -> '/content/problem1_blitz10/val/43.jpg'
'/content/data/val/44.jpg' -> '/content/problem1_blitz10/val/44.jpg'
'/content/data/val/45.jpg' -> '/content/problem1_blitz10/val/45.jpg'
'/content/data/val/46.jpg' -> '/content/problem1_blitz10/val/46.jpg'
'/content/data/val/47.jpg' -> '/content/problem1_blitz10/val/47.jpg'
'/content/data/val/48.jpg' -> '/content/problem1_blitz10/val/48.jpg'
'/content/data/val/49.jpg' -> '/content/problem1_blitz10/val/49.jpg'
'/content/data/val/50.jpg' -> '/content/problem1_blitz10/val/50.jpg'
'/content/data/val/51.jpg' -> '/content/problem1_blitz10/val/51.jpg'
'/content/data/val/52.jpg' -> '/content/problem1_blitz10/val/52.jpg'
'/content/data/val/53.jpg' -> '/content/problem1_blitz10/val/53.jpg'
'/content/data/val/54.jpg' -> '/content/problem1_blitz10/val/54.jpg'
'/content/data/val/55.jpg' -> '/content/problem1_blitz10/val/55.jpg'
'/content/data/val/56.jpg' -> '/content/problem1_blitz10/val/56.jpg'
'/content/data/val/57.jpg' -> '/content/problem1_blitz10/val/57.jpg'
'/content/data/val/58.jpg' -> '/content/problem1_blitz10/val/58.jpg'
'/content/data/val/59.jpg' -> '/content/problem1_blitz10/val/59.jpg'
'/content/data/val/60.jpg' -> '/content/problem1_blitz10/val/60.jpg'
'/content/data/val/61.jpg' -> '/content/problem1_blitz10/val/61.jpg'
'/content/data/val/62.jpg' -> '/content/problem1_blitz10/val/62.jpg'
'/content/data/val/63.jpg' -> '/content/problem1_blitz10/val/63.jpg'
'/content/data/val/64.jpg' -> '/content/problem1_blitz10/val/64.jpg'
'/content/data/val/65.jpg' -> '/content/problem1_blitz10/val/65.jpg'
'/content/data/val/66.jpg' -> '/content/problem1_blitz10/val/66.jpg'
'/content/data/val/67.jpg' -> '/content/problem1_blitz10/val/67.jpg'
'/content/data/val/68.jpg' -> '/content/problem1_blitz10/val/68.jpg'
'/content/data/val/69.jpg' -> '/content/problem1_blitz10/val/69.jpg'
'/content/data/val/70.jpg' -> '/content/problem1_blitz10/val/70.jpg'
'/content/data/val/71.jpg' -> '/content/problem1_blitz10/val/71.jpg'
'/content/data/val/72.jpg' -> '/content/problem1_blitz10/val/72.jpg'
'/content/data/val/73.jpg' -> '/content/problem1_blitz10/val/73.jpg'
'/content/data/val/74.jpg' -> '/content/problem1_blitz10/val/74.jpg'
'/content/data/val/75.jpg' -> '/content/problem1_blitz10/val/75.jpg'
'/content/data/val/76.jpg' -> '/content/problem1_blitz10/val/76.jpg'
'/content/data/val/77.jpg' -> '/content/problem1_blitz10/val/77.jpg'
'/content/data/val/78.jpg' -> '/content/problem1_blitz10/val/78.jpg'
'/content/data/val/79.jpg' -> '/content/problem1_blitz10/val/79.jpg'
'/content/data/val/80.jpg' -> '/content/problem1_blitz10/val/80.jpg'
'/content/data/val/81.jpg' -> '/content/problem1_blitz10/val/81.jpg'
'/content/data/val/82.jpg' -> '/content/problem1_blitz10/val/82.jpg'
'/content/data/val/83.jpg' -> '/content/problem1_blitz10/val/83.jpg'
'/content/data/val/84.jpg' -> '/content/problem1_blitz10/val/84.jpg'
'/content/data/val/85.jpg' -> '/content/problem1_blitz10/val/85.jpg'
'/content/data/val/86.jpg' -> '/content/problem1_blitz10/val/86.jpg'
'/content/data/val/87.jpg' -> '/content/problem1_blitz10/val/87.jpg'
'/content/data/val/88.jpg' -> '/content/problem1_blitz10/val/88.jpg'
'/content/data/val/89.jpg' -> '/content/problem1_blitz10/val/89.jpg'
'/content/data/val/90.jpg' -> '/content/problem1_blitz10/val/90.jpg'
'/content/data/val/91.jpg' -> '/content/problem1_blitz10/val/91.jpg'
'/content/data/val/92.jpg' -> '/content/problem1_blitz10/val/92.jpg'
'/content/data/val/93.jpg' -> '/content/problem1_blitz10/val/93.jpg'
'/content/data/val/94.jpg' -> '/content/problem1_blitz10/val/94.jpg'
'/content/data/val/95.jpg' -> '/content/problem1_blitz10/val/95.jpg'
'/content/data/val/96.jpg' -> '/content/problem1_blitz10/val/96.jpg'
'/content/data/val/97.jpg' -> '/content/problem1_blitz10/val/97.jpg'
'/content/data/val/98.jpg' -> '/content/problem1_blitz10/val/98.jpg'
'/content/data/val/99.jpg' -> '/content/problem1_blitz10/val/99.jpg'
'/content/data/val/100.jpg' -> '/content/problem1_blitz10/val/100.jpg'
'/content/data/val/101.jpg' -> '/content/problem1_blitz10/val/101.jpg'
'/content/data/val/102.jpg' -> '/content/problem1_blitz10/val/102.jpg'
'/content/data/val/103.jpg' -> '/content/problem1_blitz10/val/103.jpg'
'/content/data/val/104.jpg' -> '/content/problem1_blitz10/val/104.jpg'
'/content/data/val/105.jpg' -> '/content/problem1_blitz10/val/105.jpg'
'/content/data/val/106.jpg' -> '/content/problem1_blitz10/val/106.jpg'
'/content/data/val/107.jpg' -> '/content/problem1_blitz10/val/107.jpg'
'/content/data/val/108.jpg' -> '/content/problem1_blitz10/val/108.jpg'
'/content/data/val/109.jpg' -> '/content/problem1_blitz10/val/109.jpg'
'/content/data/val/110.jpg' -> '/content/problem1_blitz10/val/110.jpg'
'/content/data/val/111.jpg' -> '/content/problem1_blitz10/val/111.jpg'
'/content/data/val/112.jpg' -> '/content/problem1_blitz10/val/112.jpg'
'/content/data/val/113.jpg' -> '/content/problem1_blitz10/val/113.jpg'
'/content/data/val/114.jpg' -> '/content/problem1_blitz10/val/114.jpg'
'/content/data/val/115.jpg' -> '/content/problem1_blitz10/val/115.jpg'
'/content/data/val/116.jpg' -> '/content/problem1_blitz10/val/116.jpg'
'/content/data/val/117.jpg' -> '/content/problem1_blitz10/val/117.jpg'
'/content/data/val/118.jpg' -> '/content/problem1_blitz10/val/118.jpg'
'/content/data/val/119.jpg' -> '/content/problem1_blitz10/val/119.jpg'
'/content/data/val/120.jpg' -> '/content/problem1_blitz10/val/120.jpg'
'/content/data/val/121.jpg' -> '/content/problem1_blitz10/val/121.jpg'
'/content/data/val/122.jpg' -> '/content/problem1_blitz10/val/122.jpg'
'/content/data/val/123.jpg' -> '/content/problem1_blitz10/val/123.jpg'
'/content/data/val/124.jpg' -> '/content/problem1_blitz10/val/124.jpg'
'/content/data/val/125.jpg' -> '/content/problem1_blitz10/val/125.jpg'
'/content/data/val/126.jpg' -> '/content/problem1_blitz10/val/126.jpg'
'/content/data/val/127.jpg' -> '/content/problem1_blitz10/val/127.jpg'
'/content/data/val/128.jpg' -> '/content/problem1_blitz10/val/128.jpg'
'/content/data/val/129.jpg' -> '/content/problem1_blitz10/val/129.jpg'
'/content/data/val/130.jpg' -> '/content/problem1_blitz10/val/130.jpg'
'/content/data/val/131.jpg' -> '/content/problem1_blitz10/val/131.jpg'
'/content/data/val/132.jpg' -> '/content/problem1_blitz10/val/132.jpg'
'/content/data/val/133.jpg' -> '/content/problem1_blitz10/val/133.jpg'
'/content/data/val/134.jpg' -> '/content/problem1_blitz10/val/134.jpg'
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'/content/data/val/942.jpg' -> '/content/problem1_blitz10/val/942.jpg'
'/content/data/val/943.jpg' -> '/content/problem1_blitz10/val/943.jpg'
'/content/data/val/944.jpg' -> '/content/problem1_blitz10/val/944.jpg'
'/content/data/val/945.jpg' -> '/content/problem1_blitz10/val/945.jpg'
'/content/data/val/946.jpg' -> '/content/problem1_blitz10/val/946.jpg'
'/content/data/val/947.jpg' -> '/content/problem1_blitz10/val/947.jpg'
'/content/data/val/948.jpg' -> '/content/problem1_blitz10/val/948.jpg'
'/content/data/val/949.jpg' -> '/content/problem1_blitz10/val/949.jpg'
'/content/data/val/950.jpg' -> '/content/problem1_blitz10/val/950.jpg'
'/content/data/val/951.jpg' -> '/content/problem1_blitz10/val/951.jpg'
'/content/data/val/952.jpg' -> '/content/problem1_blitz10/val/952.jpg'
'/content/data/val/953.jpg' -> '/content/problem1_blitz10/val/953.jpg'
'/content/data/val/954.jpg' -> '/content/problem1_blitz10/val/954.jpg'
'/content/data/val/955.jpg' -> '/content/problem1_blitz10/val/955.jpg'
'/content/data/val/956.jpg' -> '/content/problem1_blitz10/val/956.jpg'
'/content/data/val/957.jpg' -> '/content/problem1_blitz10/val/957.jpg'
'/content/data/val/958.jpg' -> '/content/problem1_blitz10/val/958.jpg'
'/content/data/val/959.jpg' -> '/content/problem1_blitz10/val/959.jpg'
'/content/data/val/960.jpg' -> '/content/problem1_blitz10/val/960.jpg'
'/content/data/val/961.jpg' -> '/content/problem1_blitz10/val/961.jpg'
'/content/data/val/962.jpg' -> '/content/problem1_blitz10/val/962.jpg'
'/content/data/val/963.jpg' -> '/content/problem1_blitz10/val/963.jpg'
'/content/data/val/964.jpg' -> '/content/problem1_blitz10/val/964.jpg'
'/content/data/val/965.jpg' -> '/content/problem1_blitz10/val/965.jpg'
'/content/data/val/966.jpg' -> '/content/problem1_blitz10/val/966.jpg'
'/content/data/val/967.jpg' -> '/content/problem1_blitz10/val/967.jpg'
'/content/data/val/968.jpg' -> '/content/problem1_blitz10/val/968.jpg'
'/content/data/val/969.jpg' -> '/content/problem1_blitz10/val/969.jpg'
'/content/data/val/970.jpg' -> '/content/problem1_blitz10/val/970.jpg'
'/content/data/val/971.jpg' -> '/content/problem1_blitz10/val/971.jpg'
'/content/data/val/972.jpg' -> '/content/problem1_blitz10/val/972.jpg'
'/content/data/val/973.jpg' -> '/content/problem1_blitz10/val/973.jpg'
'/content/data/val/974.jpg' -> '/content/problem1_blitz10/val/974.jpg'
'/content/data/val/975.jpg' -> '/content/problem1_blitz10/val/975.jpg'
'/content/data/val/976.jpg' -> '/content/problem1_blitz10/val/976.jpg'
'/content/data/val/977.jpg' -> '/content/problem1_blitz10/val/977.jpg'
'/content/data/val/978.jpg' -> '/content/problem1_blitz10/val/978.jpg'
'/content/data/val/979.jpg' -> '/content/problem1_blitz10/val/979.jpg'
'/content/data/val/980.jpg' -> '/content/problem1_blitz10/val/980.jpg'
'/content/data/val/981.jpg' -> '/content/problem1_blitz10/val/981.jpg'
'/content/data/val/982.jpg' -> '/content/problem1_blitz10/val/982.jpg'
'/content/data/val/983.jpg' -> '/content/problem1_blitz10/val/983.jpg'
'/content/data/val/984.jpg' -> '/content/problem1_blitz10/val/984.jpg'
'/content/data/val/985.jpg' -> '/content/problem1_blitz10/val/985.jpg'
'/content/data/val/986.jpg' -> '/content/problem1_blitz10/val/986.jpg'
'/content/data/val/987.jpg' -> '/content/problem1_blitz10/val/987.jpg'
'/content/data/val/988.jpg' -> '/content/problem1_blitz10/val/988.jpg'
'/content/data/val/989.jpg' -> '/content/problem1_blitz10/val/989.jpg'
'/content/data/val/990.jpg' -> '/content/problem1_blitz10/val/990.jpg'
'/content/data/val/991.jpg' -> '/content/problem1_blitz10/val/991.jpg'
'/content/data/val/992.jpg' -> '/content/problem1_blitz10/val/992.jpg'
'/content/data/val/993.jpg' -> '/content/problem1_blitz10/val/993.jpg'
'/content/data/val/994.jpg' -> '/content/problem1_blitz10/val/994.jpg'
'/content/data/val/995.jpg' -> '/content/problem1_blitz10/val/995.jpg'
'/content/data/val/996.jpg' -> '/content/problem1_blitz10/val/996.jpg'
'/content/data/val/997.jpg' -> '/content/problem1_blitz10/val/997.jpg'
'/content/data/val/998.jpg' -> '/content/problem1_blitz10/val/998.jpg'
'/content/data/val/999.jpg' -> '/content/problem1_blitz10/val/999.jpg'
In [11]:
!cp -avr /content/data/submission.csv /content/problem1_blitz10
!cp -avr /content/data/train.csv /content/problem1_blitz10
!cp -avr /content/data/val.csv /content/problem1_blitz10
'/content/data/submission.csv' -> '/content/problem1_blitz10/submission.csv'
'/content/data/train.csv' -> '/content/problem1_blitz10/train.csv'
'/content/data/val.csv' -> '/content/problem1_blitz10/val.csv'
In [12]:
!pip install -U segmentation-models-pytorch albumentations --user
!pip install pretrainedmodels
Collecting segmentation-models-pytorch
  Downloading segmentation_models_pytorch-0.2.0-py3-none-any.whl (87 kB)
     |████████████████████████████████| 87 kB 4.8 MB/s 
Requirement already satisfied: albumentations in /usr/local/lib/python3.7/dist-packages (0.1.12)
Collecting albumentations
  Downloading albumentations-1.0.3-py3-none-any.whl (98 kB)
     |████████████████████████████████| 98 kB 9.3 MB/s 
Requirement already satisfied: torchvision>=0.5.0 in /usr/local/lib/python3.7/dist-packages (from segmentation-models-pytorch) (0.10.0+cu102)
Collecting timm==0.4.12
  Downloading timm-0.4.12-py3-none-any.whl (376 kB)
     |████████████████████████████████| 376 kB 27.9 MB/s 
Collecting efficientnet-pytorch==0.6.3
  Downloading efficientnet_pytorch-0.6.3.tar.gz (16 kB)
Collecting pretrainedmodels==0.7.4
  Downloading pretrainedmodels-0.7.4.tar.gz (58 kB)
     |████████████████████████████████| 58 kB 8.0 MB/s 
Requirement already satisfied: torch in /usr/local/lib/python3.7/dist-packages (from efficientnet-pytorch==0.6.3->segmentation-models-pytorch) (1.9.0+cu102)
Collecting munch
  Downloading munch-2.5.0-py2.py3-none-any.whl (10 kB)
Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from pretrainedmodels==0.7.4->segmentation-models-pytorch) (4.62.0)
Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from torch->efficientnet-pytorch==0.6.3->segmentation-models-pytorch) (3.7.4.3)
Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from torchvision>=0.5.0->segmentation-models-pytorch) (1.19.5)
Requirement already satisfied: pillow>=5.3.0 in /usr/local/lib/python3.7/dist-packages (from torchvision>=0.5.0->segmentation-models-pytorch) (7.1.2)
Collecting opencv-python-headless>=4.1.1
  Downloading opencv_python_headless-4.5.3.56-cp37-cp37m-manylinux2014_x86_64.whl (37.1 MB)
     |████████████████████████████████| 37.1 MB 82 kB/s 
Requirement already satisfied: scikit-image>=0.16.1 in /usr/local/lib/python3.7/dist-packages (from albumentations) (0.16.2)
Requirement already satisfied: PyYAML in /usr/local/lib/python3.7/dist-packages (from albumentations) (3.13)
Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from albumentations) (1.4.1)
Requirement already satisfied: imageio>=2.3.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image>=0.16.1->albumentations) (2.4.1)
Requirement already satisfied: PyWavelets>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image>=0.16.1->albumentations) (1.1.1)
Requirement already satisfied: matplotlib!=3.0.0,>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image>=0.16.1->albumentations) (3.2.2)
Requirement already satisfied: networkx>=2.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image>=0.16.1->albumentations) (2.5.1)
Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image>=0.16.1->albumentations) (0.10.0)
Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image>=0.16.1->albumentations) (2.8.1)
Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image>=0.16.1->albumentations) (1.3.1)
Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image>=0.16.1->albumentations) (2.4.7)
Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from cycler>=0.10->matplotlib!=3.0.0,>=2.0.0->scikit-image>=0.16.1->albumentations) (1.15.0)
Requirement already satisfied: decorator<5,>=4.3 in /usr/local/lib/python3.7/dist-packages (from networkx>=2.0->scikit-image>=0.16.1->albumentations) (4.4.2)
Building wheels for collected packages: efficientnet-pytorch, pretrainedmodels
  Building wheel for efficientnet-pytorch (setup.py) ... done
  Created wheel for efficientnet-pytorch: filename=efficientnet_pytorch-0.6.3-py3-none-any.whl size=12419 sha256=5314a68070669849ed1c23a473ec67d463df0f2e4a056df5662d2961c6931f3c
  Stored in directory: /root/.cache/pip/wheels/90/6b/0c/f0ad36d00310e65390b0d4c9218ae6250ac579c92540c9097a
  Building wheel for pretrainedmodels (setup.py) ... done
  Created wheel for pretrainedmodels: filename=pretrainedmodels-0.7.4-py3-none-any.whl size=60965 sha256=33c38a7d7224d386ee14d4fd03cdf2e6ed5acc6f31e1cffa4d4e04bc81da2e37
  Stored in directory: /root/.cache/pip/wheels/ed/27/e8/9543d42de2740d3544db96aefef63bda3f2c1761b3334f4873
Successfully built efficientnet-pytorch pretrainedmodels
Installing collected packages: munch, timm, pretrainedmodels, opencv-python-headless, efficientnet-pytorch, segmentation-models-pytorch, albumentations
Successfully installed albumentations-1.0.3 efficientnet-pytorch-0.6.3 munch-2.5.0 opencv-python-headless-4.5.3.56 pretrainedmodels-0.7.4 segmentation-models-pytorch-0.2.0 timm-0.4.12
Requirement already satisfied: pretrainedmodels in /root/.local/lib/python3.7/site-packages (0.7.4)
Requirement already satisfied: munch in /root/.local/lib/python3.7/site-packages (from pretrainedmodels) (2.5.0)
Requirement already satisfied: torch in /usr/local/lib/python3.7/dist-packages (from pretrainedmodels) (1.9.0+cu102)
Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from pretrainedmodels) (4.62.0)
Requirement already satisfied: torchvision in /usr/local/lib/python3.7/dist-packages (from pretrainedmodels) (0.10.0+cu102)
Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from munch->pretrainedmodels) (1.15.0)
Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from torch->pretrainedmodels) (3.7.4.3)
Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from torchvision->pretrainedmodels) (1.19.5)
Requirement already satisfied: pillow>=5.3.0 in /usr/local/lib/python3.7/dist-packages (from torchvision->pretrainedmodels) (7.1.2)
In [1]:
import os
In [2]:
# from google.colab import drive
# drive.mount('/content/drive')
In [3]:
os.listdir('/content/problem1_blitz10')
Out[3]:
['train.csv', 'train', 'val.csv', 'val', 'submission.csv', 'test']
In [4]:
import torch
from torch import nn
from torch.utils.data import Dataset, DataLoader
from torch.nn import functional as F

# Reading Dataset & Visualizations
import pandas as pd
from PIL import Image, ImageDraw
import cv2
import matplotlib.pyplot as plt
import numpy as np

# Misc
import os
from tqdm import trange
from tqdm.notebook import tqdm
import random

# Using GPU for training if GPU is detected, else, CPU
device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
In [5]:
train_df = pd.read_csv("/content/problem1_blitz10/train.csv")
val_df   = pd.read_csv('/content/problem1_blitz10/val.csv')
train_df
Out[5]:
ImageID distance location
0 0 351 [215, 158]
1 1 372 [228, 269]
2 2 488 [255, 386]
3 3 308 [306, 426]
4 4 67 [248, 338]
... ... ... ...
9995 9995 409 [231, 386]
9996 9996 307 [280, 103]
9997 9997 270 [280, 490]
9998 9998 390 [228, 110]
9999 9999 195 [286, 464]

10000 rows × 3 columns

In [6]:
train_image_directory = '/content/problem1_blitz10/train'
val_image_directory   = '/content/problem1_blitz10/val'
test_image_directory  = '/content/problem1_blitz10/test'
In [7]:
class ISSDocking(Dataset):

  def __init__(self,
               image_directory,
               data,
               train=True,
               augmentation = None,
               ):
    self.image_directory = image_directory
    self.data            = data
    self.train           = train
    self.augmentation    = augmentation

  def __getitem__(self,idx):
    image_id             = self.data['ImageID'][idx]
    image_location       = self.image_directory+'/'+str(image_id)+'.jpg'
    image_needed         = cv2.imread(image_location)
    image                = cv2.cvtColor(image_needed, cv2.COLOR_BGR2RGB)
    
    if self.train:
      self.subset_df     = self.data[self.data['ImageID']==idx]
      distance           = self.subset_df['distance'].values[0]
      location           = eval(self.subset_df['location'].values[0])      

      label              = [distance,location[0],location[1]]
      
      if self.augmentation:
        sample           = self.augmentation(image = image)
        image            = sample['image']
        
      
      return image, label
    else:
      return image

  def __len__(self):
    return len(os.listdir(self.image_directory))
In [8]:
import albumentations as albu
from albumentations.pytorch import ToTensorV2
In [9]:
def to_tensor(x, **kwargs):
    return x.transpose(2, 0, 1).astype('float32')



train_transformations = [

      # albu.HorizontalFlip(p=0.5),

      # albu.ShiftScaleRotate(scale_limit=0.5, rotate_limit=0, shift_limit=0.1, p=1, border_mode=0),

      
      albu.IAAAdditiveGaussianNoise(p=0.2),
      albu.IAAPerspective(p=0.5),

      albu.OneOf(
          [
              albu.CLAHE(p=1),
              albu.RandomBrightness(p=1),
              albu.RandomGamma(p=1),
          ],
          p=0.9,
      ),

      albu.OneOf(
          [
              albu.IAASharpen(p=1),
              # albu.Blur(blur_limit=3, p=1),
              # albu.MotionBlur(blur_limit=3, p=1),
          ],
          p=0.9,
      ),

      albu.OneOf(
          [
              albu.RandomContrast(p=1),
              albu.HueSaturationValue(p=1),
          ],
          p=0.9,
      ),
      albu.Normalize(mean=(0.485, 0.456, 0.406), std=(0.229, 0.224, 0.225)),
      ToTensorV2(),
      
  ]


train_transform     = albu.Compose(train_transformations)
val_transformations = [albu.PadIfNeeded(512, 512),albu.Normalize(mean=(0.485, 0.456, 0.406), std=(0.229, 0.224, 0.225)),ToTensorV2(),]
val_transform       = albu.Compose(val_transformations)
/root/.local/lib/python3.7/site-packages/albumentations/imgaug/transforms.py:252: FutureWarning: IAAAdditiveGaussianNoise is deprecated. Please use GaussNoise instead
  warnings.warn("IAAAdditiveGaussianNoise is deprecated. Please use GaussNoise instead", FutureWarning)
/root/.local/lib/python3.7/site-packages/albumentations/imgaug/transforms.py:375: FutureWarning: This IAAPerspective is deprecated. Please use Perspective instead
  warnings.warn("This IAAPerspective is deprecated. Please use Perspective instead", FutureWarning)
/root/.local/lib/python3.7/site-packages/albumentations/augmentations/transforms.py:1746: FutureWarning: This class has been deprecated. Please use RandomBrightnessContrast
  FutureWarning,
/root/.local/lib/python3.7/site-packages/albumentations/imgaug/transforms.py:222: FutureWarning: IAASharpen is deprecated. Please use Sharpen instead
  warnings.warn("IAASharpen is deprecated. Please use Sharpen instead", FutureWarning)
/root/.local/lib/python3.7/site-packages/albumentations/augmentations/transforms.py:1772: FutureWarning: This class has been deprecated. Please use RandomBrightnessContrast
  FutureWarning,
In [10]:
train_dataset = ISSDocking(image_directory='/content/problem1_blitz10/train',data = train_df,train=True,augmentation=train_transform)
train_loader  = DataLoader(train_dataset,batch_size=4,shuffle = True)

val_dataset   = ISSDocking(image_directory='/content/problem1_blitz10/val',data = val_df,train=True,augmentation=val_transform)
val_loader    = DataLoader(val_dataset,batch_size=4,shuffle = True)
In [11]:
features,labels = train_dataset[15]
features.shape
Out[11]:
torch.Size([3, 512, 512])
In [12]:
plt.imshow(np.moveaxis(features.numpy(),0,-1))
Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
Out[12]:
<matplotlib.image.AxesImage at 0x7f12f6a51a10>
In [13]:
import pretrainedmodels
In [17]:
class Model(nn.Module):
  def __init__(self):
    super(Model, self).__init__()

    # Using a pretrained mdoel
    self.model = pretrainedmodels.__dict__["resnet18"](pretrained="imagenet")

    # Creating 3 fully connected layers 
    self.distance_fc = nn.Linear(512, 1)
    self.location_fc_x = nn.Linear(512, 1)
    self.location_fc_y = nn.Linear(512, 1)

  # Takingt the image and predicting the labels 
  def forward(self, image):
     
    batch_size = image.shape[0]

    image = image.to(torch.float32)

    x = self.model.features(image)
    x = F.adaptive_avg_pool2d(x, 1).reshape(batch_size, -1)

    distance = self.distance_fc(x)
    location_x = self.location_fc_x(x)
    location_y = self.location_fc_y(x)

    return distance, location_x, location_y

model = Model()
model
Out[17]:
Model(
  (model): ResNet(
    (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)
    (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
    (relu): ReLU(inplace=True)
    (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)
    (layer1): Sequential(
      (0): BasicBlock(
        (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (relu): ReLU(inplace=True)
        (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
      (1): BasicBlock(
        (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (relu): ReLU(inplace=True)
        (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
    )
    (layer2): Sequential(
      (0): BasicBlock(
        (conv1): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
        (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (relu): ReLU(inplace=True)
        (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (downsample): Sequential(
          (0): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)
          (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        )
      )
      (1): BasicBlock(
        (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (relu): ReLU(inplace=True)
        (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
    )
    (layer3): Sequential(
      (0): BasicBlock(
        (conv1): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
        (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (relu): ReLU(inplace=True)
        (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (downsample): Sequential(
          (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)
          (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        )
      )
      (1): BasicBlock(
        (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (relu): ReLU(inplace=True)
        (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
    )
    (layer4): Sequential(
      (0): BasicBlock(
        (conv1): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
        (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (relu): ReLU(inplace=True)
        (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (downsample): Sequential(
          (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)
          (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        )
      )
      (1): BasicBlock(
        (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (relu): ReLU(inplace=True)
        (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
        (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
    )
    (avgpool): AdaptiveAvgPool2d(output_size=(1, 1))
    (fc): None
    (last_linear): Linear(in_features=512, out_features=1000, bias=True)
  )
  (distance_fc): Linear(in_features=512, out_features=1, bias=True)
  (location_fc_x): Linear(in_features=512, out_features=1, bias=True)
  (location_fc_y): Linear(in_features=512, out_features=1, bias=True)
)
In [18]:
feature, labels = next(iter(train_dataset))
In [19]:
sample_predictions = model(feature[None,...])
sample_predictions
Out[19]:
(tensor([[1.2742]], grad_fn=<AddmmBackward>),
 tensor([[0.2168]], grad_fn=<AddmmBackward>),
 tensor([[-0.8994]], grad_fn=<AddmmBackward>))
In [20]:
# Loss
loss_function = nn.MSELoss()

# Optimizer
optimizer = torch.optim.Adam(model.parameters(), lr=8e-5)
# Training Function
In [21]:
def train(dataloader, model, loss_function, optimizer, train=True):

  # Using GPU if GPU is detected
  model = model.to(device)
  losses = []

  # Grounf thought each batch 
  pbar = tqdm(dataloader) # Creating a progress bar
  for batch, (X, y) in enumerate(dataloader):
    
    # Ground truth
    y = [i.to(torch.float32).to(device).unsqueeze(1) for i in y]

    # Predictions
    pred = model(X.to(device))
    pred = [i.to(torch.float32)  for i in pred]

    # Calulating total loss for 3 predictions
    loss = loss_function(y[0], pred[0]) + loss_function(y[1], pred[1]) + loss_function(y[2], pred[2])

    # Doing backpropagation if train is set to true
    if train==True:
      optimizer.zero_grad()
      loss.backward()
      optimizer.step()
    else:
      pass

    # Updating the progress bar
    pbar.set_description(f"Batch : {batch} Loss : {loss.item()}")
    losses.append(loss.item())
    pbar.update(1)

  # Returning the mean loss
  return sum(losses)/len(losses)
In [22]:
for epoch in range(1, 100 + 1):
    loss_train = train(dataloader=train_loader, model=model, loss_function=loss_function, optimizer=optimizer)
    val_loss   = train(dataloader=val_loader, model=model, loss_function=loss_function, optimizer=optimizer, train=False)
    print(f'epoch {epoch}, validation loss {val_loss}, training loss = {loss_train}')
epoch 1, validation loss 50515.8078828125, training loss = 144547.91104609374
epoch 2, validation loss 13926.796609375, training loss = 25871.214473925782
epoch 3, validation loss 5834.3492937011715, training loss = 9409.179859985352
epoch 4, validation loss 2950.3260046386717, training loss = 4602.952683074951
epoch 5, validation loss 2059.292717437744, training loss = 2792.6051258728025
epoch 6, validation loss 1426.5629638061523, training loss = 1876.5150997528076
epoch 7, validation loss 911.5781284332276, training loss = 1473.0247607055665
epoch 8, validation loss 718.0053894958496, training loss = 1173.5966744949342
epoch 9, validation loss 1010.0760135498047, training loss = 979.419381729126
epoch 10, validation loss 553.7678087615967, training loss = 831.9680377731323
epoch 11, validation loss 475.6910932617188, training loss = 681.9279391830445
epoch 12, validation loss 593.66948928833, training loss = 640.5748530929566
epoch 13, validation loss 309.6824486999512, training loss = 585.7178199951172
epoch 14, validation loss 202.10431312179566, training loss = 509.6849890701294
epoch 15, validation loss 408.4314562072754, training loss = 496.8262490402222
epoch 16, validation loss 204.57175511169433, training loss = 471.6002048156738
epoch 17, validation loss 184.66688977050782, training loss = 439.39744800186156
epoch 18, validation loss 249.76639973449707, training loss = 430.111655279541
epoch 19, validation loss 113.00254866027832, training loss = 415.73374435272217
epoch 20, validation loss 321.62748487854003, training loss = 368.54628045043944
epoch 21, validation loss 118.50572035980224, training loss = 357.4549985877991
epoch 22, validation loss 139.59327877044677, training loss = 354.63741729888915
epoch 23, validation loss 102.34710105895996, training loss = 350.1779424911499
epoch 24, validation loss 170.00969204711913, training loss = 336.0657733718872
epoch 25, validation loss 119.12284233856201, training loss = 324.79392284698486
epoch 26, validation loss 175.50915394592286, training loss = 317.8584899421692
epoch 27, validation loss 105.61198247528077, training loss = 307.95739440994265
epoch 28, validation loss 154.42971992492676, training loss = 299.7498209449768
epoch 29, validation loss 79.93263816070557, training loss = 293.4670551620483
epoch 30, validation loss 125.76890324401856, training loss = 294.4777897903442
epoch 31, validation loss 108.37091237258912, training loss = 276.8893515487671
epoch 32, validation loss 127.69813873291015, training loss = 280.53210596313477
epoch 33, validation loss 108.15708836746215, training loss = 288.16292357177736
epoch 34, validation loss 99.84874523925781, training loss = 263.5406394016266
epoch 35, validation loss 151.10056219482422, training loss = 261.94415206508637
epoch 36, validation loss 88.89774484252929, training loss = 254.74320632629394
epoch 37, validation loss 92.00863957977295, training loss = 259.62337541885375
epoch 38, validation loss 59.54093673706055, training loss = 248.40761704788207
epoch 39, validation loss 111.94138456726074, training loss = 246.787811510849
epoch 40, validation loss 76.76591066360474, training loss = 247.40304672012329
epoch 41, validation loss 88.18198136138916, training loss = 235.46753507766724
epoch 42, validation loss 58.41819997787476, training loss = 233.0050214328766
epoch 43, validation loss 62.02320467758179, training loss = 227.2133910856247
epoch 44, validation loss 81.99624777221679, training loss = 225.8947687713623
epoch 45, validation loss 60.56789048957825, training loss = 248.33855427513123
epoch 46, validation loss 81.33994236755372, training loss = 224.4771106672287
epoch 47, validation loss 53.049434371948244, training loss = 234.579841217041
epoch 48, validation loss 116.7365599079132, training loss = 226.16177912864686
epoch 49, validation loss 75.79537105178834, training loss = 232.21359056167603
epoch 50, validation loss 57.39163887786865, training loss = 213.92887320098876
epoch 51, validation loss 51.9396918926239, training loss = 219.96932099380493
epoch 52, validation loss 84.58217092514037, training loss = 211.50635885372162
epoch 53, validation loss 57.54154230880737, training loss = 203.5304191614151
epoch 54, validation loss 60.111665794372556, training loss = 199.95697060317994
epoch 55, validation loss 42.849298900604246, training loss = 197.4732265182495
epoch 56, validation loss 53.936624019622805, training loss = 204.73727835807802
epoch 57, validation loss 67.77487550926209, training loss = 199.34675168418883
epoch 58, validation loss 38.70241346168518, training loss = 207.91833479232787
epoch 59, validation loss 50.93353129196167, training loss = 196.84748819847107
epoch 60, validation loss 48.93522425842285, training loss = 197.64413714675902
epoch 61, validation loss 42.94255386924743, training loss = 197.50617216739656
epoch 62, validation loss 68.05491091156006, training loss = 198.98439791603087
epoch 63, validation loss 44.12952146148682, training loss = 201.96933504371643
epoch 64, validation loss 58.23464106750488, training loss = 187.83949551639557
epoch 65, validation loss 33.72628762435913, training loss = 190.79515440483092
epoch 66, validation loss 43.89772678375244, training loss = 191.5003245985031
epoch 67, validation loss 57.788023443222045, training loss = 190.33724615688325
epoch 68, validation loss 49.19863109207153, training loss = 193.01847168140412
epoch 69, validation loss 41.807627908706664, training loss = 181.30629155406953
epoch 70, validation loss 73.35273775100708, training loss = 193.19100503959655
epoch 71, validation loss 50.000502590179444, training loss = 184.1296239555359
epoch 72, validation loss 58.977071811676026, training loss = 180.8477974193573
epoch 73, validation loss 39.36833959388733, training loss = 183.810918075943
epoch 74, validation loss 41.734554271697995, training loss = 169.9569257326126
epoch 75, validation loss 36.62001910781861, training loss = 179.44043277397157
epoch 76, validation loss 44.44017622375488, training loss = 177.2283794441223
epoch 77, validation loss 36.84134151268005, training loss = 181.3323464860916
epoch 78, validation loss 32.823695017814636, training loss = 182.10727857818603
epoch 79, validation loss 36.680460077285765, training loss = 170.47672781209945
epoch 80, validation loss 34.79431397247315, training loss = 173.78129638366698
epoch 81, validation loss 35.93255881690979, training loss = 166.26521682624818
epoch 82, validation loss 27.865603151321412, training loss = 174.06771617412568
epoch 83, validation loss 43.30855779266357, training loss = 168.7917886165619
epoch 84, validation loss 38.369680932998655, training loss = 164.84256806240083
epoch 85, validation loss 32.493473999023436, training loss = 169.92155619392395
epoch 86, validation loss 36.00970234680176, training loss = 174.72619477214812
epoch 87, validation loss 32.17656239128113, training loss = 159.2397850786209
epoch 88, validation loss 25.414712518692017, training loss = 166.26578683719634
epoch 89, validation loss 37.193251417160035, training loss = 170.35503257770537
epoch 90, validation loss 35.17847377967834, training loss = 176.87721267089844
epoch 91, validation loss 25.823688833236695, training loss = 158.82270675106048
epoch 92, validation loss 25.060016222953795, training loss = 157.38264206027984
epoch 93, validation loss 38.05059118461609, training loss = 163.16790063438415
epoch 94, validation loss 35.27302335166931, training loss = 173.81383895015716
epoch 95, validation loss 36.91880282402039, training loss = 152.4226403804779
epoch 96, validation loss 31.090049184799195, training loss = 163.14870007534026
epoch 97, validation loss 30.03749507904053, training loss = 163.24080676040649
epoch 98, validation loss 27.799153067588808, training loss = 163.08553172416688
epoch 99, validation loss 33.702589220046995, training loss = 159.02866394233703
epoch 100, validation loss 38.034831890106204, training loss = 155.72264523181914
In [ ]:
# for epoch in range(1, 20 + 1):
#     loss_train = train(dataloader=train_loader, model=model, loss_function=loss_function, optimizer=optimizer)
#     val_loss   = train(dataloader=val_loader, model=model, loss_function=loss_function, optimizer=optimizer, train=False)
#     print(f'epoch {epoch}, validation loss {val_loss}, training loss = {loss_train}')
In [ ]:
# for epoch in range(1, 10 + 1):
#     loss_train = train(dataloader=train_loader, model=model, loss_function=loss_function, optimizer=optimizer)
#     val_loss   = train(dataloader=val_loader, model=model, loss_function=loss_function, optimizer=optimizer, train=False)
#     print(f'epoch {epoch}, validation loss {val_loss}, training loss = {loss_train}')
In [23]:
test_df=pd.read_csv("/content/problem1_blitz10/submission.csv")
test_df.head()
Out[23]:
ImageID distance location
0 0 -146 [0.34584557250928905, 0.07076309584012463]
1 1 -146 [0.4162401750545771, 0.7392893926235485]
2 2 -146 [0.929363586609017, 0.8875186335401628]
3 3 -146 [0.478771484990423, 0.12946457617363627]
4 4 -146 [0.7233297753463758, 0.10406121638119281]
In [24]:
class ISSDataset(Dataset):

  def __init__(self, img_directory, csv_path=None, train=True):
    
    # Images directory and reading corrospoding csv
    self.img_directory = img_directory
    self.train = train
    self.data = pd.read_csv(csv_path)

  def __len__(self):
    return len(os.listdir(self.img_directory))

  def __getitem__(self, idx):

    img_id = self.data['ImageID'][idx]

    # Reading the image
    img_path = os.path.join(self.img_directory, f"{img_id}.jpg")
    img = Image.open(img_path)
    img = np.array(img)
    img = np.moveaxis(img, -1, 0) # Converting from image channel ordering from last channel to first channel  

    # If the dataset is set to train
    if self.train == True:
      
      # Reading the labels
      distance = self.data[self.data['ImageID'] == img_id]['distance'].values[0]
      location = eval(self.data[self.data['ImageID'] == img_id]['location'].values[0])

      label = [distance, location[0], location[1]]


      return img, label
    
    # If dataset is set to testing data
    else:

      return img, img_id
In [25]:
test_dataset = ISSDataset(img_directory="data/test/", csv_path="/content/problem1_blitz10/submission.csv", train=False)
test_dataloader = DataLoader(test_dataset, batch_size=16, shuffle=False)
In [26]:
# Function to take the dataset & model and return the predictions for all samples
def test(dataloader, model):

  # Loss containing predictions
  distances = []
  locations = []
  imageids = []

  model = model.to(device)

  # Going through each batch  
  for batch, (X, img_id) in tqdm(enumerate(dataloader)):

    # Getting the predictions
    pred = model(X.to(device))

    # Adding the distance
    distance = pred[0].cpu().detach().tolist()
    distances.extend([*distance])
    
    # Adding the Locations 
    location_x = pred[1].cpu().detach().tolist()
    location_y = pred[2].cpu().detach().tolist()
    location = [[x[0], y[0]]  for x, y in zip(location_x, location_y)]
    locations.extend(location)

    imageids.extend([*img_id.tolist()])

  return imageids, [d[0] for d in distances], locations
In [27]:
imageids, distances, locations = test(test_dataloader, model)
In [28]:
# Adding the predictions to the submission.csv 
test_dataset.data.ImageID = imageids
test_dataset.data.distance = distances
test_dataset.data.location = locations
test_dataset.data
Out[28]:
ImageID distance location
0 0 337.605347 [261.9521484375, 194.68638610839844]
1 1 472.630371 [315.4755859375, 88.87248992919922]
2 2 447.637115 [227.21827697753906, 455.6873779296875]
3 3 123.663445 [288.4826354980469, 472.45574951171875]
4 4 152.863617 [226.9026336669922, 433.94769287109375]
... ... ... ...
4995 4995 440.084259 [232.97824096679688, 195.14675903320312]
4996 4996 347.210815 [265.3873596191406, 488.75177001953125]
4997 4997 375.011841 [240.2465362548828, 474.0867614746094]
4998 4998 66.694298 [330.65338134765625, 340.7571716308594]
4999 4999 212.767181 [265.699462890625, 338.86590576171875]

5000 rows × 3 columns

In [29]:
# Saving the submission.csv in the assets folder 
!rm -rf assets
!mkdir assets

test_dataset.data.to_csv(os.path.join("assets", "submission.csv"), index=False)
In [ ]:

Mounting Google Drive 💾
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In [28]:


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