Jovian
⭐️
Sign In
In [2]:
!pip install jovian --upgrade --quiet
In [3]:
project_name='gender-classifier'
In [18]:
import os
import torch
import torchvision
import tarfile
import torch.nn as nn
import numpy as np
import torch.nn.functional as F
from torchvision.datasets.utils import download_url
from torchvision.datasets import ImageFolder
from torch.utils.data import DataLoader
import torchvision.transforms as tt
from torch.utils.data import random_split
from torchvision.utils import make_grid
import matplotlib
import matplotlib.pyplot as plt
import torchvision.transforms as transforms
from keras.preprocessing.image import ImageDataGenerator
%matplotlib inline

matplotlib.rcParams['figure.facecolor'] = '#ffffff'
In [4]:
from google.colab import drive
drive.mount('/content/gdrive')
Mounted at /content/gdrive
In [7]:
import os
os.environ['KAGGLE_CONFIG_DIR'] = "/content/gdrive/My Drive/kaggle"
%cd /content/gdrive/My Drive/kaggle
/content/gdrive/My Drive/kaggle
In [8]:
!kaggle datasets download -d cashutosh/gender-classification-dataset
gender-classification-dataset.zip: Skipping, found more recently modified local copy (use --force to force download)
In [9]:
!unzip \*.zip  && rm *.zip
Streaming output truncated to the last 5000 lines. inflating: Validation/male/067031.jpg.jpg inflating: Validation/male/067038.jpg.jpg inflating: Validation/male/067040.jpg.jpg inflating: Validation/male/067046.jpg.jpg inflating: Validation/male/067048.jpg.jpg inflating: Validation/male/067054.jpg.jpg inflating: Validation/male/067064.jpg.jpg inflating: Validation/male/067068.jpg.jpg inflating: Validation/male/067069.jpg.jpg inflating: Validation/male/067086.jpg.jpg inflating: Validation/male/067091.jpg.jpg inflating: Validation/male/067099.jpg.jpg inflating: Validation/male/067101.jpg.jpg inflating: Validation/male/067102.jpg.jpg inflating: Validation/male/067112.jpg.jpg inflating: Validation/male/067117.jpg.jpg inflating: Validation/male/067119.jpg.jpg inflating: Validation/male/067133.jpg.jpg inflating: Validation/male/067143.jpg.jpg inflating: Validation/male/067152.jpg.jpg inflating: Validation/male/067158.jpg.jpg inflating: Validation/male/067160.jpg.jpg inflating: 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In [19]:
train_dir = './Training'
val_dir = './Validation'
In [20]:
train_dir_male = train_dir + '/male'
train_dir_female = train_dir + '/female'

val_dir_male  = val_dir + '/male'
val_dir_female  = val_dir + '/female'

print('number of male training images - ',len(os.listdir(train_dir_male)))
print('number of female training images - ',len(os.listdir(train_dir_female)))
print('----------------------------------------------------------------------')
print('number of male validation  images - ',len(os.listdir(val_dir_male)))
print('number of female validation  images - ',len(os.listdir(val_dir_female)))
number of male training images - 23766 number of female training images - 23243 ---------------------------------------------------------------------- number of male validation images - 5808 number of female validation images - 5841
In [21]:
classes = os.listdir(train_dir)
print(classes)
['female', 'male']
In [22]:
train_datagen = ImageDataGenerator( # Data Augumentation for test data
rescale=1./255,
rotation_range=30,
shear_range=0.3,
zoom_range=0.3
)

test_datagen = ImageDataGenerator(rescale=1./255)
In [23]:
train_gen=train_datagen.flow_from_directory(train_dir,
                                            target_size=(250,250),
                                            batch_size=48,
                                            class_mode='binary')
Found 47009 images belonging to 2 classes.
In [24]:
valid_gen=test_datagen.flow_from_directory(val_dir,
                                           target_size=(250,250),
                                           batch_size=48,
                                           class_mode='binary')
Found 11649 images belonging to 2 classes.
In [25]:
stats = ((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010))
train_tfms = transforms.Compose([
        #transforms.ToPILImage(),
        transforms.Resize([64,64]),
        #transforms.RandomCrop(64, padding=50, padding_mode='reflect'),
        transforms.RandomHorizontalFlip(),
        transforms.ToTensor(),
        transforms.Normalize(*stats, inplace=True),
])

valid_tfms = transforms.Compose([transforms.Resize([64,64]),transforms.ToTensor(), transforms.Normalize(*stats)])
train_ds = ImageFolder(train_dir, transform=train_tfms)
val_ds = ImageFolder(val_dir, transform=valid_tfms)
In [26]:
jovian.commit(project=project_name)
[jovian] Detected Colab notebook... [jovian] Please enter your API key ( from https://jovian.ai/ ): API KEY: ·········· [jovian] Uploading colab notebook to Jovian... [jovian] Capturing environment.. [jovian] Committed successfully! https://jovian.ai/ankitgadge250/gender-classifier
In [27]:
batch_size = 256
In [28]:
# PyTorch data loaders
train_dl = DataLoader(train_ds, batch_size, shuffle=True, num_workers=3, pin_memory=True)
valid_dl = DataLoader(val_ds, batch_size*2, num_workers=3, pin_memory=True)
In [29]:
def denormalize(images, means, stds):
    means = torch.tensor(means).reshape(1, 3, 1, 1)
    stds = torch.tensor(stds).reshape(1, 3, 1, 1)
    return images * stds + means

def show_batch(dl):
    for images, labels in dl:
        fig, ax = plt.subplots(figsize=(12, 12))
        ax.set_xticks([]); ax.set_yticks([])
        denorm_images = denormalize(images, *stats)
        ax.imshow(make_grid(denorm_images[:64], nrow=8).permute(1, 2, 0).clamp(0,1))
        break
In [30]:
show_batch(train_dl)