ORIENTME
[Getting Started Notebook] ORIENTME Challange
This is a Baseline Code to get you started with the challenge.
You can use this code to start understanding the data and create a baseline model for further improvements.
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 matplotlib tqdm
WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) Requirement already satisfied: numpy in /home/gauransh/anaconda3/lib/python3.8/site-packages (1.18.5) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) Requirement already satisfied: pandas in /home/gauransh/anaconda3/lib/python3.8/site-packages (1.3.2) Requirement already satisfied: numpy>=1.17.3 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from pandas) (1.18.5) Requirement already satisfied: python-dateutil>=2.7.3 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from pandas) (2.8.2) Requirement already satisfied: pytz>=2017.3 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from pandas) (2021.1) Requirement already satisfied: six>=1.5 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from python-dateutil>=2.7.3->pandas) (1.15.0) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) Requirement already satisfied: scikit-learn in /home/gauransh/anaconda3/lib/python3.8/site-packages (0.24.2) Requirement already satisfied: scipy>=0.19.1 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from scikit-learn) (1.6.2) Requirement already satisfied: threadpoolctl>=2.0.0 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from scikit-learn) (2.2.0) Requirement already satisfied: joblib>=0.11 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from scikit-learn) (1.0.1) Requirement already satisfied: numpy>=1.13.3 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from scikit-learn) (1.18.5) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) Requirement already satisfied: matplotlib in /home/gauransh/anaconda3/lib/python3.8/site-packages (3.4.3) Requirement already satisfied: tqdm in /home/gauransh/anaconda3/lib/python3.8/site-packages (4.60.0) Requirement already satisfied: python-dateutil>=2.7 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from matplotlib) (2.8.2) Requirement already satisfied: cycler>=0.10 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from matplotlib) (0.10.0) Requirement already satisfied: pillow>=6.2.0 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from matplotlib) (8.3.1) Requirement already satisfied: numpy>=1.16 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from matplotlib) (1.18.5) Requirement already satisfied: pyparsing>=2.2.1 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from matplotlib) (2.4.7) Requirement already satisfied: kiwisolver>=1.0.1 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from matplotlib) (1.3.2) Requirement already satisfied: six in /home/gauransh/anaconda3/lib/python3.8/site-packages (from cycler>=0.10->matplotlib) (1.15.0) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages)
In [2]:
!{sys.executable} -m pip install aicrowd-cli
%load_ext aicrowd.magic
WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) Requirement already satisfied: aicrowd-cli in /home/gauransh/anaconda3/lib/python3.8/site-packages (0.1.10) Requirement already satisfied: toml<1,>=0.10.2 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from aicrowd-cli) (0.10.2) Requirement already satisfied: pyzmq==22.1.0 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from aicrowd-cli) (22.1.0) Requirement already satisfied: tqdm<5,>=4.56.0 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from aicrowd-cli) (4.60.0) Requirement already satisfied: GitPython==3.1.18 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from aicrowd-cli) (3.1.18) Requirement already satisfied: click<8,>=7.1.2 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from aicrowd-cli) (7.1.2) Requirement already satisfied: requests-toolbelt<1,>=0.9.1 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from aicrowd-cli) (0.9.1) Requirement already satisfied: requests<3,>=2.25.1 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from aicrowd-cli) (2.26.0) Requirement already satisfied: rich<11,>=10.0.0 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from aicrowd-cli) (10.15.2) Requirement already satisfied: gitdb<5,>=4.0.1 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from GitPython==3.1.18->aicrowd-cli) (4.0.9) Requirement already satisfied: smmap<6,>=3.0.1 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from gitdb<5,>=4.0.1->GitPython==3.1.18->aicrowd-cli) (5.0.0) Requirement already satisfied: charset-normalizer~=2.0.0 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from requests<3,>=2.25.1->aicrowd-cli) (2.0.0) Requirement already satisfied: certifi>=2017.4.17 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from requests<3,>=2.25.1->aicrowd-cli) (2021.10.8) Requirement already satisfied: urllib3<1.27,>=1.21.1 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from requests<3,>=2.25.1->aicrowd-cli) (1.26.6) Requirement already satisfied: idna<4,>=2.5 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from requests<3,>=2.25.1->aicrowd-cli) (3.1) Requirement already satisfied: pygments<3.0.0,>=2.6.0 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from rich<11,>=10.0.0->aicrowd-cli) (2.10.0) Requirement already satisfied: commonmark<0.10.0,>=0.9.0 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from rich<11,>=10.0.0->aicrowd-cli) (0.9.1) Requirement already satisfied: colorama<0.5.0,>=0.4.0 in /home/gauransh/anaconda3/lib/python3.8/site-packages (from rich<11,>=10.0.0->aicrowd-cli) (0.4.4) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages) WARNING: Ignoring invalid distribution -umpy (/home/gauransh/anaconda3/lib/python3.8/site-packages)
Download data¶
The first step is to download the training data and the test data
In [3]:
# #Donwload the datasets
!rm -rf data
!mkdir data
%aicrowd ds dl -c orientme -o data
In [4]:
!tar xvzf data/training.tar.gz -C data/
!tar xvzf data/test.tar.gz -C data/
training/ training/labels.csv training/images/ training/images/003301.jpg training/images/001516.jpg training/images/000608.jpg training/images/001270.jpg training/images/002779.jpg training/images/004308.jpg training/images/003467.jpg training/images/003473.jpg training/images/001264.jpg training/images/001502.jpg training/images/003315.jpg training/images/000634.jpg training/images/004452.jpg training/images/002023.jpg training/images/002745.jpg training/images/004334.jpg training/images/000152.jpg training/images/000146.jpg training/images/001258.jpg training/images/002751.jpg training/images/002989.jpg training/images/004320.jpg training/images/003329.jpg training/images/004446.jpg training/images/002037.jpg training/images/000620.jpg training/images/000813.jpg training/images/002962.jpg training/images/002976.jpg training/images/000807.jpg training/images/004491.jpg training/images/000191.jpg training/images/003498.jpg training/images/002786.jpg training/images/002792.jpg 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In [5]:
## 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 [6]:
import os
import tqdm
import pandas as pd
import numpy as np
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
%matplotlib inline
from PIL import Image
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 [7]:
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 = []
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%|████████████████████████████████████████████████████████████████████| 5000/5000 [00:29<00:00, 172.18it/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 [8]:
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 [9]:
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 [10]:
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 [11]:
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 [12]:
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 = 25708.23723143 Iteration 2, loss = 23202.76035351 Iteration 3, loss = 20952.33802027 Iteration 4, loss = 18811.11522505 Iteration 5, loss = 16798.58750968 Iteration 6, loss = 14902.71319422 Iteration 7, loss = 13097.98329806 Iteration 8, loss = 11411.32970922 Iteration 9, loss = 9920.08744464 Iteration 10, loss = 8597.43844393 Iteration 11, loss = 7624.11619478 Iteration 12, loss = 7054.62995897 Iteration 13, loss = 6771.84008847 Iteration 14, loss = 6628.09237315 Iteration 15, loss = 6545.68270805 Iteration 16, loss = 6484.07282486 Iteration 17, loss = 6426.71630928 Iteration 18, loss = 6374.30854225 Iteration 19, loss = 6321.04333930 Iteration 20, loss = 6268.52551934 Iteration 21, loss = 6215.52454786 Iteration 22, loss = 6163.10120819 Iteration 23, loss = 6106.00010176 Iteration 24, loss = 6050.48234364 Iteration 25, loss = 5993.45951300 Iteration 26, loss = 5936.14673891 Iteration 27, loss = 5875.70844501 Iteration 28, loss = 5806.95913426 Iteration 29, loss = 5724.13770484 Iteration 30, loss = 5649.12465981 Iteration 31, loss = 5571.50314375 Iteration 32, loss = 5490.79372411 Iteration 33, loss = 5408.66191238 Iteration 34, loss = 5323.00765787 Iteration 35, loss = 5238.88967269 Iteration 36, loss = 5154.68884934 Iteration 37, loss = 5073.51535378 Iteration 38, loss = 4996.38547052 Iteration 39, loss = 4917.54879643 Iteration 40, loss = 4850.48441296 Iteration 41, loss = 4780.88001338 Iteration 42, loss = 4721.55893138 Iteration 43, loss = 4661.80748501 Iteration 44, loss = 4614.91135548 Iteration 45, loss = 4565.45154737 Iteration 46, loss = 4522.96821950 Iteration 47, loss = 4484.99420525 Iteration 48, loss = 4449.83938233 Iteration 49, loss = 4417.73443037 Iteration 50, loss = 4389.78485251 Iteration 51, loss = 4363.38294914 Iteration 52, loss = 4340.10929108 Iteration 53, loss = 4325.69041478 Iteration 54, loss = 4298.74423517 Iteration 55, loss = 4280.03738645 Iteration 56, loss = 4267.49367232 Iteration 57, loss = 4253.99768591 Iteration 58, loss = 4242.56591367 Iteration 59, loss = 4232.56840317 Iteration 60, loss = 4226.32684621 Iteration 61, loss = 4217.65212105 Iteration 62, loss = 4214.81164829 Iteration 63, loss = 4211.89819845 Iteration 64, loss = 4203.81757347 Iteration 65, loss = 4199.85868674 Iteration 66, loss = 4194.76040229 Iteration 67, loss = 4195.66995427 Iteration 68, loss = 4187.63452463 Iteration 69, loss = 4188.04450082 Iteration 70, loss = 4178.47535713 Iteration 71, loss = 4176.35404153 Iteration 72, loss = 4172.46008917 Iteration 73, loss = 4169.14964266 Iteration 74, loss = 4162.71495112 Iteration 75, loss = 4159.58885010 Iteration 76, loss = 4155.93944917 Iteration 77, loss = 4151.45685390 Iteration 78, loss = 4149.39239631 Iteration 79, loss = 4156.73067346 Iteration 80, loss = 4139.48592743 Iteration 81, loss = 4134.79046772 Iteration 82, loss = 4132.37223145 Iteration 83, loss = 4130.87024653 Iteration 84, loss = 4121.27278580 Iteration 85, loss = 4121.22394447 Iteration 86, loss = 4115.53766521 Iteration 87, loss = 4112.42039881 Iteration 88, loss = 4110.60813890 Iteration 89, loss = 4105.89885035 Iteration 90, loss = 4099.78015484 Iteration 91, loss = 4097.66132236 Iteration 92, loss = 4092.87316727 Iteration 93, loss = 4093.51980492 Iteration 94, loss = 4083.84242113 Iteration 95, loss = 4080.86129532 Iteration 96, loss = 4079.71175805 Iteration 97, loss = 4075.70865540 Iteration 98, loss = 4067.11490658 Iteration 99, loss = 4062.67977632 Iteration 100, loss = 4059.57220226 Iteration 101, loss = 4056.10442783 Iteration 102, loss = 4054.85891978 Iteration 103, loss = 4047.66992746 Iteration 104, loss = 4049.13907449 Iteration 105, loss = 4039.29085526 Iteration 106, loss = 4034.57825733 Iteration 107, loss = 4030.48450598 Iteration 108, loss = 4028.93700197 Iteration 109, loss = 4022.66674383 Iteration 110, loss = 4021.43782744 Iteration 111, loss = 4019.61290110 Iteration 112, loss = 4019.31693732 Iteration 113, loss = 4012.43445255 Iteration 114, loss = 4007.27656524 Iteration 115, loss = 4003.50720072 Iteration 116, loss = 3998.62997601 Iteration 117, loss = 3993.81441698 Iteration 118, loss = 3987.45315723 Iteration 119, loss = 3992.84701081 Iteration 120, loss = 3979.67978179 Iteration 121, loss = 3977.62236257 Iteration 122, loss = 3972.90763373 Iteration 123, loss = 3968.33738016 Iteration 124, loss = 3966.71303317 Iteration 125, loss = 3963.48098537 Iteration 126, loss = 3958.60893892 Iteration 127, loss = 3956.23353218 Iteration 128, loss = 3948.92454911 Iteration 129, loss = 3943.21521729 Iteration 130, loss = 3939.18918264 Iteration 131, loss = 3938.54877523 Iteration 132, loss = 3930.58675878 Iteration 133, loss = 3928.55253036 Iteration 134, loss = 3924.51248010 Iteration 135, loss = 3917.80599459 Iteration 136, loss = 3913.09499935 Iteration 137, loss = 3911.86223997 Iteration 138, loss = 3905.44613763 Iteration 139, loss = 3901.22752478 Iteration 140, loss = 3895.73677166 Iteration 141, loss = 3892.27325604 Iteration 142, loss = 3887.93161132 Iteration 143, loss = 3887.63097879 Iteration 144, loss = 3879.88357475 Iteration 145, loss = 3878.63810882 Iteration 146, loss = 3876.78462326 Iteration 147, loss = 3867.88220466 Iteration 148, loss = 3862.50811837 Iteration 149, loss = 3862.46851414 Iteration 150, loss = 3860.29359763 Iteration 151, loss = 3848.65569494 Iteration 152, loss = 3844.53484898 Iteration 153, loss = 3841.59962843 Iteration 154, loss = 3835.87465732 Iteration 155, loss = 3837.35996456 Iteration 156, loss = 3830.15264879 Iteration 157, loss = 3825.47157284 Iteration 158, loss = 3817.94022354 Iteration 159, loss = 3809.66442359 Iteration 160, loss = 3808.47103310 Iteration 161, loss = 3803.31466134 Iteration 162, loss = 3797.18192762 Iteration 163, loss = 3796.37105913 Iteration 164, loss = 3785.66036453 Iteration 165, loss = 3783.01967991 Iteration 166, loss = 3776.68952732 Iteration 167, loss = 3769.29492978 Iteration 168, loss = 3766.05840197 Iteration 169, loss = 3761.41314881 Iteration 170, loss = 3759.05713334 Iteration 171, loss = 3753.67223432 Iteration 172, loss = 3748.86138282 Iteration 173, loss = 3737.70372016 Iteration 174, loss = 3733.83490342 Iteration 175, loss = 3729.04344578 Iteration 176, loss = 3720.56253349 Iteration 177, loss = 3715.19245681 Iteration 178, loss = 3710.54282696 Iteration 179, loss = 3704.73364237 Iteration 180, loss = 3697.02356809 Iteration 181, loss = 3690.50782776 Iteration 182, loss = 3685.42433028 Iteration 183, loss = 3676.18348899 Iteration 184, loss = 3670.18865229 Iteration 185, loss = 3664.07525121 Iteration 186, loss = 3658.15555953 Iteration 187, loss = 3649.88975642 Iteration 188, loss = 3648.76921649 Iteration 189, loss = 3640.25867023 Iteration 190, loss = 3630.92471785 Iteration 191, loss = 3623.34309549 Iteration 192, loss = 3620.51413437 Iteration 193, loss = 3608.14113090 Iteration 194, loss = 3601.38517345 Iteration 195, loss = 3593.15082838 Iteration 196, loss = 3587.18133615 Iteration 197, loss = 3581.96444589 Iteration 198, loss = 3573.76219582 Iteration 199, loss = 3563.63361592 Iteration 200, loss = 3559.92714197
/home/gauransh/anaconda3/lib/python3.8/site-packages/sklearn/neural_network/_multilayer_perceptron.py:614: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. warnings.warn(
Out[12]:
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 [13]:
y_pred = model.predict(X_val)
In [14]:
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: 69.31843081979771 Mean Squared Error: 7249.10363963341 Root Mean Squared Error: 85.14166805761683
Load Test Set¶
Load the test data now
In [15]:
import glob
TEST_DATA = []
TEST_FILENAMES = []
for _test_image_path in tqdm.tqdm(glob.glob(os.path.join(TEST_IMAGES_FOLDER, "*.jpg"))):
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%|████████████████████████████████████████████████████████████████████| 5001/5001 [00:28<00:00, 175.98it/s]
In [16]:
TEST_DATA = np.array(TEST_DATA)
# model = classifier
Make predictions on the test set¶
In [17]:
test_predictions = model.predict(TEST_DATA)
In [18]:
test_df = pd.DataFrame(test_predictions, columns=['xRot'])
test_df["filename"] = TEST_FILENAMES
Save the prediction to csv¶
In [19]:
!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 [20]:
!!aicrowd submission create -c orientme -f assets/submission.csv
Out[20]:
['submission.csv ━━━━━━━━━━━━━━━━━━ 100.0% • 149.1/147.4 KB • 523.4 kB/s • 0:00:00',
' ╭─────────────────────────╮ ',
' │ Successfully submitted! │ ',
' ╰─────────────────────────╯ ',
' Important links ',
'┌──────────────────┬─────────────────────────────────────────────────────────────────────────────────────────────────────────────┐',
'│ This submission │ https://www.aicrowd.com/challenges/aicrowd-blitz-may-2020/problems/orientme/submissions/174980 │',
'│ │ │',
'│ All submissions │ https://www.aicrowd.com/challenges/aicrowd-blitz-may-2020/problems/orientme/submissions?my_submissions=true │',
'│ │ │',
'│ Leaderboard │ https://www.aicrowd.com/challenges/aicrowd-blitz-may-2020/problems/orientme/leaderboards │',
'│ │ │',
'│ Discussion forum │ https://discourse.aicrowd.com/c/aicrowd-blitz-may-2020 │',
'│ │ │',
'│ Challenge page │ https://www.aicrowd.com/challenges/aicrowd-blitz-may-2020/problems/orientme │',
'└──────────────────┴─────────────────────────────────────────────────────────────────────────────────────────────────────────────┘',
"{'submission_id': 174980, 'created_at': '2022-02-21T21:04:05.584Z'}"]
In [ ]:
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