SKELY
[Getting Started Notebook] SKELY Challange
This is a Baseline Code to get you started with the challenge.
You can use this notebook to start your implementation and improve for a better score.
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/
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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)
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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