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SKELY

[Getting Started Notebook] SKELY Challange

This is a Baseline Code to get you started with the challenge.

gauransh_k

You can use this notebook to start your implementation and improve for a better score.

AIcrowd-Logo

Baseline for SKELY Challenge on AIcrowd

Author : Sharada Mohanty, Gauransh Kumar

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 tqdm
!{sys.executable} -m pip install matplotlib
!{sys.executable} -m pip install aicrowd-cli
%load_ext aicrowd.magic
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Download data

The first step is to download the training data and the test data

In [5]:
# #Donwload the datasets
!rm -rf data
!mkdir data
%aicrowd ds dl -c skely -o data
In [6]:
!tar xvzf data/train.tar.gz -C data/
!tar xvzf data/test.tar.gz -C data/
training/
training/labels.csv
training/images/
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In [2]:
## Now the data is available at the following locations:

TRAINING_IMAGES_FOLDER = "data/training/images/"
TRAINING_LABELS_PATH = "data/training/labels.csv"
TEST_IMAGES_FOLDER = "data/images"
SAMPLE_SUBMISSION_FILE_PATH = "data/sample_submission.csv"

Import packages

In [80]:
import os
import tqdm

import pandas as pd
import numpy as np
from threading import Thread
from sklearn.model_selection import train_test_split
from sklearn.neural_network import MLPRegressor
from sklearn.metrics import mean_squared_error,mean_absolute_error
import matplotlib.pyplot as plt
from PIL import Image
%matplotlib inline

Load Data

We use PIL library to load our images. Here we are creating our array where our input features are the mean colours and output features are the rotations along the x axis.

In [81]:
training_labels_df = pd.read_csv(TRAINING_LABELS_PATH)

def pre_process_data_X(image):
    """
    This file takes a loaded image and returns a particular 
    representation of the data point
    
    
    NOTE: This current baseline implements a **very** silly approach
    of representing every image by the mean RGB values for every image.
    
    You are encourage to try to alternate representations of the data,
    or figure out how to learn the best representation from the data ;)
    """
    im_array = np.array(im)
    mean_rgb = im_array.mean(axis=(0, 1))
   
    return mean_rgb


ALL_DATA = []

TEMP_ALL_DATA = []
for _idx, row in tqdm.tqdm(training_labels_df.iterrows(), total=training_labels_df.shape[0]):
    filepath = os.path.join(
        TRAINING_IMAGES_FOLDER,
        row.filename
    )
    im = Image.open(filepath, )
    
    data_X = pre_process_data_X(im)
    data_Y = [row.xRot]
    ALL_DATA.append((data_X, data_Y))
100%|█████████████████████████████████████████████████████████████████████| 9999/9999 [20:59<00:00,  7.94it/s]

Exploratory Data Analysis

We now see the kind of images the dataset contains to get a better idea. The title signifies clockwise rotation of the cube along the x axis

In [82]:
plt.figure(figsize=(20,20))
for i in range(16):
  filename,xRot = training_labels_df.iloc[i]
  filepath = os.path.join(
        TRAINING_IMAGES_FOLDER,
        filename
    )
  im = Image.open(filepath)
  plt.subplot(4,4,i+1)
  plt.axis('off')
  plt.title("xRot: %.3f"%(xRot))
  plt.imshow(im)

Split Data into Train and Validation

We split the dataset into Training data and Validation datasets to help us test the generalizability of our models, and to ensure that we are not overfitting on the training set.

In [85]:
training_set, validation_set= train_test_split(ALL_DATA, test_size=0.2, random_state=42)

Here we have selected the size of the testing data to be 20% of the total data. You can change it and see what effect it has on the accuracies. To learn more about the train_test_split function click here.

Now, since we have our data splitted into train and validation sets, we need to get the label separated from the data.

In [86]:
X_train, y_train = zip(*training_set)
X_val, y_val = zip(*validation_set)


X_train = np.array(X_train)
y_train = np.array(y_train)
X_val = np.array(X_val)
y_val = np.array(y_val)

Define the Classifier

Now we finally come to the juicy part. Now that all the data is all loaded and available nice, we can finally get to training the classifier. Here we use sklearn MLPRegressor to train our network. We can tune the hyper parameters based on cross validation scores

In [87]:
model = MLPRegressor(hidden_layer_sizes=[10, 10], verbose=True)
# NOTE : This is again silly hyper parameter instantiation of this problem,
# and we encourage you to explore what works the best for you.

Train the classifier

In [89]:
model.fit(X_train, y_train)
/home/gauransh/anaconda3/lib/python3.8/site-packages/sklearn/utils/validation.py:63: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  return f(*args, **kwargs)
Iteration 1, loss = 9471.35537371
Iteration 2, loss = 6015.69501747
Iteration 3, loss = 4431.99134628
Iteration 4, loss = 3927.96879058
Iteration 5, loss = 3678.86667230
Iteration 6, loss = 3505.75207896
Iteration 7, loss = 3356.43830035
Iteration 8, loss = 3267.08070159
Iteration 9, loss = 3228.56634493
Iteration 10, loss = 3215.98232195
Iteration 11, loss = 3193.55083675
Iteration 12, loss = 3184.81633313
Iteration 13, loss = 3181.30231382
Iteration 14, loss = 3174.58996591
Iteration 15, loss = 3174.27787011
Iteration 16, loss = 3169.08887999
Iteration 17, loss = 3166.94545620
Iteration 18, loss = 3163.55485462
Iteration 19, loss = 3162.75390986
Iteration 20, loss = 3161.59552272
Iteration 21, loss = 3158.49117538
Iteration 22, loss = 3157.58739710
Iteration 23, loss = 3164.08891823
Iteration 24, loss = 3160.44656142
Iteration 25, loss = 3156.88408256
Iteration 26, loss = 3159.06480334
Iteration 27, loss = 3153.33123836
Iteration 28, loss = 3154.60088499
Iteration 29, loss = 3154.09145121
Iteration 30, loss = 3152.33723545
Iteration 31, loss = 3155.01613675
Iteration 32, loss = 3150.76799901
Iteration 33, loss = 3151.49286310
Iteration 34, loss = 3152.28137840
Iteration 35, loss = 3152.96752555
Iteration 36, loss = 3154.95216360
Iteration 37, loss = 3152.76607144
Iteration 38, loss = 3154.07103538
Iteration 39, loss = 3153.51164066
Iteration 40, loss = 3154.07778114
Iteration 41, loss = 3156.71454538
Iteration 42, loss = 3156.66564617
Iteration 43, loss = 3151.02039168
Training loss did not improve more than tol=0.000100 for 10 consecutive epochs. Stopping.
Out[89]:
MLPRegressor(hidden_layer_sizes=[10, 10], verbose=True)

Predict on Validation

Now we predict our trained classifier on the validation set and evaluate our model

In [90]:
y_pred = model.predict(X_val)

Evaluate the Performance

We use the same metrics as that will be used for the test set.
MAE and RMSE are the metrics for this challenge

In [91]:
print('Mean Absolute Error:', mean_absolute_error(y_val, y_pred))  
print('Mean Squared Error:', mean_squared_error(y_val, y_pred))  
print('Root Mean Squared Error:', np.sqrt(mean_squared_error(y_val, y_pred)))
Mean Absolute Error: 62.037167138674036
Mean Squared Error: 5888.43343337078
Root Mean Squared Error: 76.73612860557131

Load Test Set

Load the test data now

In [92]:
import glob

TEST_DATA = []
TEST_FILENAMES = []

for _test_image_path in tqdm.tqdm(glob.glob(os.path.join(TEST_IMAGES_FOLDER, "*.png"))):
    filename = os.path.basename(_test_image_path)
    im = Image.open(_test_image_path)
    data_X = pre_process_data_X(im)
    TEST_DATA.append(data_X)
    TEST_FILENAMES.append(filename)
100%|███████████████████████████████████████████████████████████████████| 10001/10001 [21:03<00:00,  7.91it/s]
In [95]:
TEST_DATA = np.array(TEST_DATA)
# model = classifier
In [96]:
TEST_DATA.shape
Out[96]:
(10001, 4)

Make predictions on the test set

In [97]:
test_predictions = model.predict(TEST_DATA)
In [98]:
test_df = pd.DataFrame(test_predictions, columns=['xRot'])
test_df["filename"] = TEST_FILENAMES

Save the prediction to csv

In [105]:
# Saving the pandas dataframe
!rm -rf assets
!mkdir assets
test_df.to_csv('assets/submission.csv',index=False)

Note: Do take a look at the submission format.The submission file should contain the following header : filename,xRot.

Make a submission using the aicrwd -cli

In [106]:
!!aicrowd submission create -c skely -f assets/submission.csv
Out[106]:
['submission.csv ━━━━━━━━━━━━━━━━━━ 100.0% • 298.5/296.9 KB • 501.9 kB/s • 0:00:00',
 '                                              ╭─────────────────────────╮                                               ',
 '                                              │ Successfully submitted! │                                               ',
 '                                              ╰─────────────────────────╯                                               ',
 '                                                    Important links                                                     ',
 '┌──────────────────┬───────────────────────────────────────────────────────────────────────────────────────────────────┐',
 '│  This submission │ https://www.aicrowd.com/challenges/aicrowd-blitz-2/problems/skely/submissions/175702              │',
 '│                  │                                                                                                   │',
 '│  All submissions │ https://www.aicrowd.com/challenges/aicrowd-blitz-2/problems/skely/submissions?my_submissions=true │',
 '│                  │                                                                                                   │',
 '│      Leaderboard │ https://www.aicrowd.com/challenges/aicrowd-blitz-2/problems/skely/leaderboards                    │',
 '│                  │                                                                                                   │',
 '│ Discussion forum │ https://discourse.aicrowd.com/c/aicrowd-blitz-2                                                   │',
 '│                  │                                                                                                   │',
 '│   Challenge page │ https://www.aicrowd.com/challenges/aicrowd-blitz-2/problems/skely                                 │',
 '└──────────────────┴───────────────────────────────────────────────────────────────────────────────────────────────────┘',
 "{'submission_id': 175702, 'created_at': '2022-02-25T12:55:16.108Z'}"]

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