JIGSAW
[Getting Started Notebook] JIGSAW Challange
This is a Baseline Code to get you started with the challenge.
Getting Started Code for JIGSAW Challenge on AIcrowd¶
Author : Sharada Mohanty, Gauransh Kumar¶
This baseline creates the image of desired size and places the puzzle pieces randomly.
Download Necessary Packages 📚¶
In [1]:
import sys
!{sys.executable} -m pip install numpy
!{sys.executable} -m pip install pandas
!{sys.executable} -m pip install scikit-learn
!{sys.executable} -m pip install aicrowd-cli
%load_ext aicrowd.magic
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Installing collected packages: smmap, requests, gitdb, commonmark, colorama, toml, rich, requests-toolbelt, pyzmq, python-slugify, GitPython, aicrowd-cli
Attempting uninstall: requests
Found existing installation: requests 2.23.0
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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 2.27.1 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-0.1.14 colorama-0.4.4 commonmark-0.9.1 gitdb-4.0.9 python-slugify-5.0.2 pyzmq-22.1.0 requests-2.27.1 requests-toolbelt-0.9.1 rich-10.16.2 smmap-5.0.0 toml-0.10.2
In [2]:
%aicrowd login
Please login here: https://api.aicrowd.com/auth/pmLStqgzaMhEELZusio66TlS9tnhTPadzFBv8t2CcSc API Key valid Gitlab access token valid Saved details successfully!
Download Data¶
The first step is to download out train test data. We will be training a model on the train data and make predictions on test data. We submit our predictions.
In [3]:
!rm -rf data
!mkdir data
%aicrowd ds dl -c jigsaw -o data
Import packages¶
In [4]:
import pandas as pd
import numpy as np
from sklearn.model_selection import train_test_split
from PIL import Image
import glob
import tempfile
import os
import random
import tqdm
import tarfile
%matplotlib inline
Load Data¶
In [5]:
PUZZLES_DIRECTORY = "data/puzzles"
METADATA_FILE = "data/metadata.csv"
OUTPUT_PATH = "data/submission.tar.gz"
metadata_df = pd.read_csv(METADATA_FILE)
Create directory to store the solved image.
In [6]:
TEMP_SUBMISSION_DIR = tempfile.TemporaryDirectory()
TEMP_SUBMISSION_DIR_PATH = TEMP_SUBMISSION_DIR.name
This is a very naive approach of creating a new image of the desired size, and paste all the individual puzzle pieces at random locations.
In [7]:
for index, row in tqdm.tqdm(metadata_df.iterrows(), total=metadata_df.shape[0]):
# Get the height and widhts of all the images from metadata.csv.
puzzle_id = row["puzzle_id"]
image_width = row["width"]
image_height = row["height"]
puzzle_directory = os.path.join(
PUZZLES_DIRECTORY,
str(puzzle_id)
)
solved_puzzle_im = Image.new("RGBA",
(image_width, image_height)
) # Initially create RGBA images, and then drop A channel later
for _puzzle_piece in glob.glob(os.path.join(puzzle_directory, "*.png")):
puzzle_piece_im = Image.open(_puzzle_piece)
pp_width, pp_height = puzzle_piece_im.size
# Find Random location
random_x = random.randint(0, image_width - pp_width)
random_y = random.randint(0, image_height - pp_height)
solved_puzzle_im.paste(puzzle_piece_im, (random_x, random_y))
del puzzle_piece_im
solved_puzzle_im.convert("RGB").save(
os.path.join(TEMP_SUBMISSION_DIR_PATH, "{}.jpg".format(str(puzzle_id)))
)
del solved_puzzle_im
100%|██████████| 2500/2500 [00:15<00:00, 159.11it/s]
Visualize the generated Image¶
In [8]:
img_path = os.path.join(TEMP_SUBMISSION_DIR_PATH,'2.jpg')
img = Image.open(img_path)
img
Out[8]:
Create the tar file with all the solved images and store it in the OUTPUT PATH.¶
In [9]:
with tarfile.open(OUTPUT_PATH, mode="w:gz") as tar_file:
for _filepath in glob.glob(os.path.join(TEMP_SUBMISSION_DIR_PATH, "*.jpg")):
print(_filepath)
_, filename = os.path.split(_filepath)
tar_file.add(_filepath, arcname=filename)
print("Wrote output file to : ", OUTPUT_PATH)
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/tmp/tmpkplh_pp6/2416.jpg /tmp/tmpkplh_pp6/652.jpg /tmp/tmpkplh_pp6/177.jpg /tmp/tmpkplh_pp6/615.jpg /tmp/tmpkplh_pp6/173.jpg /tmp/tmpkplh_pp6/2093.jpg /tmp/tmpkplh_pp6/2332.jpg /tmp/tmpkplh_pp6/1739.jpg /tmp/tmpkplh_pp6/73.jpg /tmp/tmpkplh_pp6/2461.jpg /tmp/tmpkplh_pp6/1709.jpg /tmp/tmpkplh_pp6/1571.jpg /tmp/tmpkplh_pp6/1003.jpg /tmp/tmpkplh_pp6/1854.jpg /tmp/tmpkplh_pp6/1818.jpg /tmp/tmpkplh_pp6/213.jpg /tmp/tmpkplh_pp6/1255.jpg /tmp/tmpkplh_pp6/807.jpg /tmp/tmpkplh_pp6/1319.jpg /tmp/tmpkplh_pp6/1275.jpg /tmp/tmpkplh_pp6/1071.jpg /tmp/tmpkplh_pp6/855.jpg /tmp/tmpkplh_pp6/566.jpg /tmp/tmpkplh_pp6/1084.jpg /tmp/tmpkplh_pp6/1879.jpg /tmp/tmpkplh_pp6/689.jpg /tmp/tmpkplh_pp6/1081.jpg /tmp/tmpkplh_pp6/47.jpg /tmp/tmpkplh_pp6/2407.jpg /tmp/tmpkplh_pp6/349.jpg /tmp/tmpkplh_pp6/845.jpg /tmp/tmpkplh_pp6/1393.jpg /tmp/tmpkplh_pp6/2191.jpg /tmp/tmpkplh_pp6/1628.jpg /tmp/tmpkplh_pp6/500.jpg /tmp/tmpkplh_pp6/292.jpg /tmp/tmpkplh_pp6/158.jpg /tmp/tmpkplh_pp6/2399.jpg /tmp/tmpkplh_pp6/98.jpg /tmp/tmpkplh_pp6/2221.jpg /tmp/tmpkplh_pp6/1346.jpg /tmp/tmpkplh_pp6/63.jpg /tmp/tmpkplh_pp6/2163.jpg /tmp/tmpkplh_pp6/278.jpg /tmp/tmpkplh_pp6/2177.jpg /tmp/tmpkplh_pp6/112.jpg /tmp/tmpkplh_pp6/462.jpg /tmp/tmpkplh_pp6/653.jpg /tmp/tmpkplh_pp6/1793.jpg /tmp/tmpkplh_pp6/1760.jpg Wrote output file to : data/submission.tar.gz
Make a submission using the aicrwd -cli¶
In [10]:
!aicrowd submission create -c jigsaw -f data/submission.tar.gz
submission.tar.gz ━━━━━━━━━━━━━━━━━━━ 100.0% • 79.3/77.6 KB • 2.4 MB/s • 0:00:00 ╭─────────────────────────╮ │ Successfully submitted! │ ╰─────────────────────────╯ Important links ┌──────────────────┬───────────────────────────────────────────────────────────────────────────────────────────────┐ │ This submission │ https://www.aicrowd.com/challenges/ai-blitz-4/problems/jigsaw/submissions/176410 │ │ │ │ │ All submissions │ https://www.aicrowd.com/challenges/ai-blitz-4/problems/jigsaw/submissions?my_submissions=true │ │ │ │ │ Leaderboard │ https://www.aicrowd.com/challenges/ai-blitz-4/problems/jigsaw/leaderboards │ │ │ │ │ Discussion forum │ https://discourse.aicrowd.com/c/ai-blitz-4 │ │ │ │ │ Challenge page │ https://www.aicrowd.com/challenges/ai-blitz-4/problems/jigsaw │ └──────────────────┴───────────────────────────────────────────────────────────────────────────────────────────────┘ {'submission_id': 176410, 'created_at': '2022-03-07T14:39:53.484Z'}
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