Chapter 23
PyTorch Custom Data Creation (from Food101)
NotebookPython 3 (ipykernel)23 cells
PyTorch Custom Data Creation (from Food101)
Making a dataset to use with notebook 04 (creating a PyTorch dataset).
Going to leverage the fact that PyTorch now incorporates Food101.
I'll get the images for 3 classes: Pizza, Steak, Sushi and store them in their respective files.
Note: To use the Food101 dataset with PyTorch requires PyTorch 1.11+ and
torchvision0.12.0+.
Want:
code
pizza_steak_sushi/
train/
pizza/
image01.jpeg
image02.jpeg
...
steak/
image04.jpeg
image05.jpeg
...
sushi/
image07.jpeg
...
test/
pizza/
image101.jpeg
image102.jpeg
...
steak/
image104.jpeg
image105.jpeg
...
sushi/
image107.jpeg
...In [1]python · cell 2
python
import torch
import torchvision
# Note: Required to have PyTorch > 1.11.0 & torchvision > 0.12.0 for Food101 dataset
assert int(torch.__version__.split(".")[1]) >= 11
assert int(torchvision.__version__.split(".")[1]) >= 11
import torchvision.datasets as datasets
import torchvision.transforms as transforms
# Setup data directory
import pathlib
data_dir = pathlib.Path("../data")Download data
Get the Food101 dataset from PyTorch.
- Food101 in
torchvision.datasets- https://pytorch.org/vision/stable/generated/torchvision.datasets.Food101.html - Original Food101 dataset - https://data.vision.ee.ethz.ch/cvl/datasets_extra/food-101/
Note: Downloading the dataset from PyTorch may take ~10-15 minutes depending on your internet speed. It will download ~5GB of data to the specified
rootdirectory.
In [2]python · cell 4
python
# Get training data
train_data = datasets.Food101(root=data_dir,
split="train",
# transform=transforms.ToTensor(),
download=True)
# Get testing data
test_data = datasets.Food101(root=data_dir,
split="test",
# transform=transforms.ToTensor(),
download=True)In [3]python · cell 5
python
train_dataOutput
Dataset Food101
Number of datapoints: 75750
Root location: ../data
split=trainIn [4]python · cell 6
python
class_names = train_data.classes
class_names[:10]Output
['apple_pie', 'baby_back_ribs', 'baklava', 'beef_carpaccio', 'beef_tartare', 'beet_salad', 'beignets', 'bibimbap', 'bread_pudding', 'breakfast_burrito']
In [5]python · cell 7
python
# View first sample (PIL Image format)
print(class_names[train_data[0][1]])
train_data[0][0]Output
churros
<PIL.Image.Image image mode=RGB size=512x512 at 0x7F5EEB77F790>
[省略较大 image/png 输出]
Find subset of appropriate classes
Want: Steak, pizza, sushi.
Current path setup:
code
../data/food-101/images/CLASS_NAME/IMAGES.jpgGoing to get a list of the different target image classes (pizza, steak, sushi) filenames and then copy the images to separate folders.
I'd like to get a random 10% of the images from the target classes from both datasets.
In [6]python · cell 9
python
# Get random 10% of training images
import random
# Setup data paths
data_path = data_dir / "food-101" / "images"
target_classes = ["pizza", "steak", "sushi"]
# Change amount of data to get (e.g. 0.1 = random 10%, 0.2 = random 20%)
amount_to_get = 0.2
# Create function to separate a random amount of data
def get_subset(image_path=data_path,
data_splits=["train", "test"],
target_classes=["pizza", "steak", "sushi"],
amount=0.1,
seed=42):
random.seed(42)
label_splits = {}
# Get labels
for data_split in data_splits:
print(f"[INFO] Creating image split for: {data_split}...")
label_path = data_dir / "food-101" / "meta" / f"{data_split}.txt"
with open(label_path, "r") as f:
labels = [line.strip("\n") for line in f.readlines() if line.split("/")[0] in target_classes]
# Get random subset of target classes image ID's
number_to_sample = round(amount * len(labels))
print(f"[INFO] Getting random subset of {number_to_sample} images for {data_split}...")
sampled_images = random.sample(labels, k=number_to_sample)
# Apply full paths
image_paths = [pathlib.Path(str(image_path / sample_image) + ".jpg") for sample_image in sampled_images]
label_splits[data_split] = image_paths
return label_splits
label_splits = get_subset(amount=amount_to_get)
label_splits["train"][:10]Output
[INFO] Creating image split for: train... [INFO] Getting random subset of 450 images for train... [INFO] Creating image split for: test... [INFO] Getting random subset of 150 images for test...
[PosixPath('../data/food-101/images/pizza/3269634.jpg'),
PosixPath('../data/food-101/images/pizza/1524655.jpg'),
PosixPath('../data/food-101/images/steak/2825100.jpg'),
PosixPath('../data/food-101/images/steak/225990.jpg'),
PosixPath('../data/food-101/images/steak/1839481.jpg'),
PosixPath('../data/food-101/images/pizza/38349.jpg'),
PosixPath('../data/food-101/images/pizza/3018077.jpg'),
PosixPath('../data/food-101/images/sushi/93139.jpg'),
PosixPath('../data/food-101/images/pizza/2702825.jpg'),
PosixPath('../data/food-101/images/sushi/200025.jpg')]Move training and testing images to dedicated folders
In [8]python · cell 11
python
# Create target directory path
target_dir_name = f"../data/pizza_steak_sushi_{str(int(amount_to_get*100))}_percent"
print(f"Creating directory: '{target_dir_name}'")
# Setup the directories
target_dir = pathlib.Path(target_dir_name)
# Make the directories
target_dir.mkdir(parents=True, exist_ok=True)Output
Creating directory: '../data/pizza_steak_sushi_20_percent'
In [9]python · cell 12
python
import shutil
for image_split in label_splits.keys():
for image_path in label_splits[str(image_split)]:
dest_dir = target_dir / image_split / image_path.parent.stem / image_path.name
if not dest_dir.parent.is_dir():
dest_dir.parent.mkdir(parents=True, exist_ok=True)
print(f"[INFO] Copying {image_path} to {dest_dir}...")
shutil.copy2(image_path, dest_dir)Output
[INFO] Copying ../data/food-101/images/pizza/3269634.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3269634.jpg... [INFO] Copying ../data/food-101/images/pizza/1524655.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1524655.jpg... [INFO] Copying ../data/food-101/images/steak/2825100.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2825100.jpg... [INFO] Copying ../data/food-101/images/steak/225990.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/225990.jpg... [INFO] Copying ../data/food-101/images/steak/1839481.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1839481.jpg... [INFO] Copying ../data/food-101/images/pizza/38349.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/38349.jpg... [INFO] Copying ../data/food-101/images/pizza/3018077.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3018077.jpg... [INFO] Copying ../data/food-101/images/sushi/93139.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/93139.jpg... [INFO] Copying ../data/food-101/images/pizza/2702825.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2702825.jpg... [INFO] Copying ../data/food-101/images/sushi/200025.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/200025.jpg... [INFO] Copying ../data/food-101/images/pizza/1654444.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1654444.jpg... [INFO] Copying ../data/food-101/images/pizza/1633289.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1633289.jpg... [INFO] Copying ../data/food-101/images/pizza/2811032.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2811032.jpg... [INFO] Copying ../data/food-101/images/steak/1736968.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1736968.jpg... [INFO] Copying ../data/food-101/images/steak/2013535.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2013535.jpg... [INFO] Copying ../data/food-101/images/sushi/385154.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/385154.jpg... [INFO] Copying ../data/food-101/images/pizza/1572608.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1572608.jpg... [INFO] Copying ../data/food-101/images/steak/1382427.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1382427.jpg... [INFO] Copying ../data/food-101/images/sushi/1957449.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1957449.jpg... [INFO] Copying ../data/food-101/images/steak/1787505.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1787505.jpg... [INFO] Copying ../data/food-101/images/sushi/2590819.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2590819.jpg... [INFO] Copying ../data/food-101/images/steak/2880035.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2880035.jpg... [INFO] Copying ../data/food-101/images/pizza/1089334.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1089334.jpg... [INFO] Copying ../data/food-101/images/pizza/68684.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/68684.jpg... [INFO] Copying ../data/food-101/images/sushi/2017378.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2017378.jpg... [INFO] Copying ../data/food-101/images/steak/482022.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/482022.jpg... [INFO] Copying ../data/food-101/images/steak/2878151.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2878151.jpg... [INFO] Copying ../data/food-101/images/pizza/618348.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/618348.jpg... [INFO] Copying ../data/food-101/images/steak/167069.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/167069.jpg... [INFO] Copying ../data/food-101/images/steak/421476.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/421476.jpg... [INFO] Copying ../data/food-101/images/pizza/300869.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/300869.jpg... [INFO] Copying ../data/food-101/images/pizza/2785084.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2785084.jpg... [INFO] Copying ../data/food-101/images/sushi/1221830.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1221830.jpg... [INFO] Copying ../data/food-101/images/pizza/2885050.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2885050.jpg... [INFO] Copying ../data/food-101/images/steak/830007.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/830007.jpg... [INFO] Copying ../data/food-101/images/steak/560503.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/560503.jpg... [INFO] Copying ../data/food-101/images/steak/2603058.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2603058.jpg... [INFO] Copying ../data/food-101/images/pizza/1899785.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1899785.jpg... [INFO] Copying ../data/food-101/images/sushi/2813454.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2813454.jpg... [INFO] Copying ../data/food-101/images/sushi/773725.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/773725.jpg... [INFO] Copying ../data/food-101/images/pizza/3505182.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3505182.jpg... [INFO] Copying ../data/food-101/images/sushi/1209865.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1209865.jpg... [INFO] Copying ../data/food-101/images/pizza/2569760.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2569760.jpg... [INFO] Copying ../data/food-101/images/steak/3142045.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3142045.jpg... [INFO] Copying ../data/food-101/images/steak/914570.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/914570.jpg... [INFO] Copying ../data/food-101/images/steak/1264154.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1264154.jpg... [INFO] Copying ../data/food-101/images/pizza/2428085.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2428085.jpg... [INFO] Copying ../data/food-101/images/pizza/1947572.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1947572.jpg... [INFO] Copying ../data/food-101/images/steak/1937872.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1937872.jpg... [INFO] Copying ../data/food-101/images/steak/3074367.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3074367.jpg... [INFO] Copying ../data/food-101/images/pizza/2576168.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2576168.jpg... [INFO] Copying ../data/food-101/images/steak/2017387.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2017387.jpg... [INFO] Copying ../data/food-101/images/pizza/2992084.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2992084.jpg... [INFO] Copying ../data/food-101/images/sushi/865839.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/865839.jpg... [INFO] Copying ../data/food-101/images/sushi/900178.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/900178.jpg... [INFO] Copying ../data/food-101/images/sushi/2674024.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2674024.jpg... [INFO] Copying ../data/food-101/images/steak/97656.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/97656.jpg... [INFO] Copying ../data/food-101/images/pizza/739735.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/739735.jpg... [INFO] Copying ../data/food-101/images/sushi/1070104.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1070104.jpg... [INFO] Copying ../data/food-101/images/steak/75537.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/75537.jpg... [INFO] Copying ../data/food-101/images/steak/1598345.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1598345.jpg... [INFO] Copying ../data/food-101/images/steak/2629750.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2629750.jpg... [INFO] Copying ../data/food-101/images/pizza/2451169.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2451169.jpg... [INFO] Copying ../data/food-101/images/pizza/853441.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/853441.jpg... [INFO] Copying ../data/food-101/images/steak/2254705.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2254705.jpg... [INFO] Copying ../data/food-101/images/pizza/741883.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/741883.jpg... [INFO] Copying ../data/food-101/images/sushi/2871052.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2871052.jpg... [INFO] Copying ../data/food-101/images/sushi/121940.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/121940.jpg... [INFO] Copying ../data/food-101/images/steak/2707522.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2707522.jpg... [INFO] Copying ../data/food-101/images/steak/176508.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/176508.jpg... [INFO] Copying ../data/food-101/images/steak/3727491.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3727491.jpg... [INFO] Copying ../data/food-101/images/pizza/2154394.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2154394.jpg... [INFO] Copying ../data/food-101/images/steak/1966300.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1966300.jpg... [INFO] Copying ../data/food-101/images/pizza/1660415.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1660415.jpg... [INFO] Copying ../data/food-101/images/steak/3577618.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3577618.jpg... [INFO] Copying ../data/food-101/images/sushi/1575445.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1575445.jpg... [INFO] Copying ../data/food-101/images/steak/2648423.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2648423.jpg... [INFO] Copying ../data/food-101/images/pizza/2330965.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2330965.jpg... [INFO] Copying ../data/food-101/images/steak/1615395.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1615395.jpg... [INFO] Copying ../data/food-101/images/steak/355715.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/355715.jpg... [INFO] Copying ../data/food-101/images/steak/1624747.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1624747.jpg... [INFO] Copying ../data/food-101/images/sushi/3737197.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3737197.jpg... [INFO] Copying ../data/food-101/images/sushi/148799.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/148799.jpg... [INFO] Copying ../data/food-101/images/sushi/2797464.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2797464.jpg... [INFO] Copying ../data/food-101/images/pizza/393658.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/393658.jpg... [INFO] Copying ../data/food-101/images/steak/2606444.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2606444.jpg... [INFO] Copying ../data/food-101/images/sushi/96680.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/96680.jpg... [INFO] Copying ../data/food-101/images/steak/2287136.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2287136.jpg... [INFO] Copying ../data/food-101/images/steak/2561199.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2561199.jpg... [INFO] Copying ../data/food-101/images/sushi/2120573.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2120573.jpg... [INFO] Copying ../data/food-101/images/sushi/1552504.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1552504.jpg... [INFO] Copying ../data/food-101/images/steak/922752.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/922752.jpg... [INFO] Copying ../data/food-101/images/steak/1761285.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1761285.jpg... [INFO] Copying ../data/food-101/images/pizza/3821701.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3821701.jpg... [INFO] Copying ../data/food-101/images/sushi/424994.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/424994.jpg... [INFO] Copying ../data/food-101/images/sushi/3579071.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3579071.jpg... [INFO] Copying ../data/food-101/images/pizza/2760984.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2760984.jpg... [INFO] Copying ../data/food-101/images/pizza/1968947.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1968947.jpg... [INFO] Copying ../data/food-101/images/pizza/320570.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/320570.jpg... [INFO] Copying ../data/food-101/images/pizza/5764.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/5764.jpg... [INFO] Copying ../data/food-101/images/pizza/702165.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/702165.jpg... [INFO] Copying ../data/food-101/images/sushi/2004525.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2004525.jpg... [INFO] Copying ../data/food-101/images/pizza/2285942.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2285942.jpg... [INFO] Copying ../data/food-101/images/sushi/1280119.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1280119.jpg... [INFO] Copying ../data/food-101/images/sushi/1232045.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1232045.jpg... [INFO] Copying ../data/food-101/images/sushi/3004029.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3004029.jpg... [INFO] Copying ../data/food-101/images/steak/239025.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/239025.jpg... [INFO] Copying ../data/food-101/images/pizza/12301.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/12301.jpg... [INFO] Copying ../data/food-101/images/pizza/3338774.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3338774.jpg... [INFO] Copying ../data/food-101/images/steak/2628106.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2628106.jpg... [INFO] Copying ../data/food-101/images/sushi/902214.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/902214.jpg... [INFO] Copying ../data/food-101/images/sushi/999858.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/999858.jpg... [INFO] Copying ../data/food-101/images/steak/3142674.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3142674.jpg... [INFO] Copying ../data/food-101/images/sushi/2267190.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2267190.jpg... [INFO] Copying ../data/food-101/images/pizza/667309.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/667309.jpg... [INFO] Copying ../data/food-101/images/sushi/268990.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/268990.jpg... [INFO] Copying ../data/food-101/images/pizza/1044789.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1044789.jpg... [INFO] Copying ../data/food-101/images/steak/256592.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/256592.jpg... [INFO] Copying ../data/food-101/images/sushi/377047.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/377047.jpg... [INFO] Copying ../data/food-101/images/pizza/928670.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/928670.jpg... 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[INFO] Copying ../data/food-101/images/steak/1523026.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/1523026.jpg... [INFO] Copying ../data/food-101/images/sushi/1346344.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/1346344.jpg... [INFO] Copying ../data/food-101/images/sushi/3177743.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/3177743.jpg... [INFO] Copying ../data/food-101/images/steak/2475366.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/2475366.jpg... [INFO] Copying ../data/food-101/images/pizza/2398925.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/2398925.jpg... [INFO] Copying ../data/food-101/images/pizza/930553.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/930553.jpg... [INFO] Copying ../data/food-101/images/steak/2069289.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/2069289.jpg... [INFO] Copying ../data/food-101/images/pizza/796922.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/796922.jpg... [INFO] Copying ../data/food-101/images/pizza/476421.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/476421.jpg... [INFO] Copying ../data/food-101/images/pizza/3375083.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/3375083.jpg... [INFO] Copying ../data/food-101/images/pizza/1315645.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/1315645.jpg... [INFO] Copying ../data/food-101/images/pizza/1618659.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/1618659.jpg... [INFO] Copying ../data/food-101/images/steak/100274.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/100274.jpg... [INFO] Copying ../data/food-101/images/steak/86782.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/86782.jpg... [INFO] Copying ../data/food-101/images/sushi/2948087.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/2948087.jpg... [INFO] Copying ../data/food-101/images/pizza/2111981.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/2111981.jpg... [INFO] Copying ../data/food-101/images/steak/66858.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/66858.jpg... [INFO] Copying ../data/food-101/images/steak/3757027.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/3757027.jpg... [INFO] Copying ../data/food-101/images/sushi/2352914.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/2352914.jpg... [INFO] Copying ../data/food-101/images/pizza/441659.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/441659.jpg... [INFO] Copying ../data/food-101/images/steak/3138001.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/3138001.jpg... [INFO] Copying ../data/food-101/images/sushi/1063878.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/1063878.jpg... [INFO] Copying ../data/food-101/images/sushi/720302.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/720302.jpg... [INFO] Copying ../data/food-101/images/pizza/998005.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/998005.jpg... [INFO] Copying ../data/food-101/images/pizza/3376617.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/3376617.jpg... [INFO] Copying ../data/food-101/images/pizza/1067986.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/1067986.jpg... [INFO] Copying ../data/food-101/images/pizza/2549661.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/2549661.jpg... [INFO] Copying ../data/food-101/images/steak/39461.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/39461.jpg... [INFO] Copying ../data/food-101/images/pizza/724290.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/724290.jpg... [INFO] Copying ../data/food-101/images/pizza/3785667.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/3785667.jpg... [INFO] Copying ../data/food-101/images/sushi/1383396.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/1383396.jpg... [INFO] Copying ../data/food-101/images/steak/730464.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/730464.jpg... [INFO] Copying ../data/food-101/images/pizza/1687143.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/1687143.jpg... [INFO] Copying ../data/food-101/images/sushi/1994748.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/1994748.jpg... [INFO] Copying ../data/food-101/images/steak/108310.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/108310.jpg... [INFO] Copying ../data/food-101/images/pizza/2901001.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/2901001.jpg... [INFO] Copying ../data/food-101/images/steak/670345.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/670345.jpg... [INFO] Copying ../data/food-101/images/pizza/3174637.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/3174637.jpg... [INFO] Copying ../data/food-101/images/sushi/2819945.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/2819945.jpg... [INFO] Copying ../data/food-101/images/sushi/1600999.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/1600999.jpg... [INFO] Copying ../data/food-101/images/sushi/2012780.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/2012780.jpg... [INFO] Copying ../data/food-101/images/steak/219196.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/219196.jpg... [INFO] Copying ../data/food-101/images/steak/552171.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/552171.jpg... [INFO] Copying ../data/food-101/images/sushi/1203702.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/1203702.jpg... [INFO] Copying ../data/food-101/images/steak/399377.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/399377.jpg... [INFO] Copying ../data/food-101/images/sushi/3494950.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/3494950.jpg... [INFO] Copying ../data/food-101/images/steak/595836.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/595836.jpg... [INFO] Copying ../data/food-101/images/pizza/3486640.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/3486640.jpg...
In [11]python · cell 13
python
# Check lengths of directories
def walk_through_dir(dir_path):
"""
Walks through dir_path returning its contents.
Args:
dir_path (str): target directory
Returns:
A print out of:
number of subdiretories in dir_path
number of images (files) in each subdirectory
name of each subdirectory
"""
import os
for dirpath, dirnames, filenames in os.walk(dir_path):
print(f"There are {len(dirnames)} directories and {len(filenames)} images in '{dirpath}'.")
walk_through_dir(target_dir)Output
There are 2 directories and 0 images in '../data/pizza_steak_sushi_20_percent'. There are 3 directories and 0 images in '../data/pizza_steak_sushi_20_percent/test'. There are 0 directories and 58 images in '../data/pizza_steak_sushi_20_percent/test/steak'. There are 0 directories and 46 images in '../data/pizza_steak_sushi_20_percent/test/sushi'. There are 0 directories and 46 images in '../data/pizza_steak_sushi_20_percent/test/pizza'. There are 3 directories and 0 images in '../data/pizza_steak_sushi_20_percent/train'. There are 0 directories and 146 images in '../data/pizza_steak_sushi_20_percent/train/steak'. There are 0 directories and 150 images in '../data/pizza_steak_sushi_20_percent/train/sushi'. There are 0 directories and 154 images in '../data/pizza_steak_sushi_20_percent/train/pizza'.
Looks like we've got about ~75 training images per class and ~25 testing images per class (or more if you're using a higher percentage, e.g. ~150 training images per class and ~50 testing images per class for 20% of the data).
This should be enough for a starting dataset.
We can always increased them if needed.
Zip up images folder to be more easily transported
In [12]python · cell 16
python
# Zip pizza_steak_sushi images
zip_file_name = data_dir / f"pizza_steak_sushi_{str(int(amount_to_get*100))}_percent"
shutil.make_archive(zip_file_name,
format="zip",
root_dir=target_dir)Output
'/home/daniel/code/pytorch/pytorch-course/pytorch-deep-learning/data/pizza_steak_sushi_20_percent.zip'
In [13]python · cell 17
python
!ls -la ../data/Output
total 4978576 drwxrwxr-x 8 daniel daniel 4096 Apr 17 14:24 . drwxrwxr-x 16 daniel daniel 4096 Apr 16 13:41 .. -rw-rw-r-- 1 daniel daniel 2874848 Apr 4 09:47 04-pizza-dad.jpeg drwxrwxr-x 4 daniel daniel 4096 Nov 9 15:34 10_whole_foods -rw-rw-r-- 1 daniel daniel 51633879 Nov 25 15:20 10_whole_foods.zip drwxrwxr-x 3 daniel daniel 4096 Nov 3 11:14 FashionMNIST drwxr-xr-x 4 daniel daniel 4096 Jul 9 2014 food-101 -rw-rw-r-- 1 daniel daniel 4996278331 Mar 25 18:03 food-101.tar.gz drwxrwxr-x 2 daniel daniel 4096 Apr 4 09:48 .ipynb_checkpoints drwxrwxr-x 4 daniel daniel 4096 Mar 29 10:23 pizza_steak_sushi drwxrwxr-x 4 daniel daniel 4096 Apr 17 14:22 pizza_steak_sushi_20_percent -rw-rw-r-- 1 daniel daniel 31491084 Apr 17 14:24 pizza_steak_sushi_20_percent.zip -rw-rw-r-- 1 daniel daniel 15737296 Apr 14 11:58 pizza_steak_sushi.zip
In [15]python · cell 18
python
!mkdir -p pizza_steak_sushi
!unzip ../data/pizza_steak_sushi_20_percent.zip -d pizza_steak_sushiOutput
Archive: ../data/pizza_steak_sushi_20_percent.zip creating: pizza_steak_sushi/test/ creating: pizza_steak_sushi/train/ creating: pizza_steak_sushi/test/pizza/ creating: pizza_steak_sushi/test/steak/ creating: pizza_steak_sushi/test/sushi/ inflating: pizza_steak_sushi/test/steak/831681.jpg inflating: pizza_steak_sushi/test/steak/3100563.jpg inflating: pizza_steak_sushi/test/steak/2752603.jpg inflating: pizza_steak_sushi/test/steak/39461.jpg inflating: pizza_steak_sushi/test/steak/730464.jpg inflating: pizza_steak_sushi/test/steak/1523026.jpg inflating: pizza_steak_sushi/test/steak/1848936.jpg inflating: pizza_steak_sushi/test/steak/3063435.jpg inflating: pizza_steak_sushi/test/steak/1882831.jpg inflating: pizza_steak_sushi/test/steak/1655387.jpg inflating: pizza_steak_sushi/test/steak/2353677.jpg inflating: pizza_steak_sushi/test/steak/3873655.jpg inflating: pizza_steak_sushi/test/steak/2475366.jpg inflating: pizza_steak_sushi/test/steak/2117351.jpg inflating: 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In [16]python · cell 19
python
!ls ../dataOutput
04-pizza-dad.jpeg food-101.tar.gz 10_whole_foods pizza_steak_sushi 10_whole_foods.zip pizza_steak_sushi_20_percent FashionMNIST pizza_steak_sushi_20_percent.zip food-101 pizza_steak_sushi.zip
In [17]python · cell 20
python
walk_through_dir("pizza_steak_sushi")Output
There are 2 directories and 0 images in 'pizza_steak_sushi'. There are 3 directories and 0 images in 'pizza_steak_sushi/test'. There are 0 directories and 58 images in 'pizza_steak_sushi/test/steak'. There are 0 directories and 46 images in 'pizza_steak_sushi/test/sushi'. There are 0 directories and 46 images in 'pizza_steak_sushi/test/pizza'. There are 3 directories and 0 images in 'pizza_steak_sushi/train'. There are 0 directories and 146 images in 'pizza_steak_sushi/train/steak'. There are 0 directories and 150 images in 'pizza_steak_sushi/train/sushi'. There are 0 directories and 154 images in 'pizza_steak_sushi/train/pizza'.
In [21]python · cell 21
python
# # Remove extra data
# import os
# os.remove("pizza_steak_sushi")
# shutil.rmtree("pizza_steak_sushi")Output
[0;31m---------------------------------------------------------------------------[0m [0;31mIsADirectoryError[0m Traceback (most recent call last) [0;32m/tmp/ipykernel_864148/2104662972.py[0m in [0;36m<module>[0;34m[0m [1;32m 1[0m [0;31m# Remove extra data[0m[0;34m[0m[0;34m[0m[0m [1;32m 2[0m [0;32mimport[0m [0mos[0m[0;34m[0m[0;34m[0m[0m [0;32m----> 3[0;31m [0mos[0m[0;34m.[0m[0mremove[0m[0;34m([0m[0;34m"pizza_steak_sushi"[0m[0;34m)[0m[0;34m[0m[0;34m[0m[0m [0m[1;32m 4[0m [0mshutil[0m[0;34m.[0m[0mrmtree[0m[0;34m([0m[0;34m"pizza_steak_sushi"[0m[0;34m)[0m[0;34m[0m[0;34m[0m[0m [0;31mIsADirectoryError[0m: [Errno 21] Is a directory: 'pizza_steak_sushi'
In [22]python · cell 22
python
!lsOutput
04_custom_data_creation.ipynb exercises resize_images.ipynb solutions
In [ ]python · cell 23
python