wehub-resource-sync
1827 lines
587 KiB
Plaintext
1827 lines
587 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "350701ec-c5f9-4809-884c-69a5dcf97ceb",
|
|
"metadata": {},
|
|
"source": [
|
|
"# PyTorch Custom Data Creation (from Food101)\n",
|
|
"\n",
|
|
"Making a dataset to use with notebook 04 (creating a PyTorch dataset).\n",
|
|
"\n",
|
|
"Going to leverage the fact that PyTorch now incorporates Food101.\n",
|
|
"\n",
|
|
"I'll get the images for 3 classes: Pizza, Steak, Sushi and store them in their respective files.\n",
|
|
"\n",
|
|
"> **Note:** To use the Food101 dataset with PyTorch requires PyTorch 1.11+ and `torchvision` 0.12.0+.\n",
|
|
"\n",
|
|
"Want:\n",
|
|
"\n",
|
|
"```\n",
|
|
"pizza_steak_sushi/\n",
|
|
" train/\n",
|
|
" pizza/\n",
|
|
" image01.jpeg\n",
|
|
" image02.jpeg\n",
|
|
" ...\n",
|
|
" steak/\n",
|
|
" image04.jpeg\n",
|
|
" image05.jpeg\n",
|
|
" ...\n",
|
|
" sushi/\n",
|
|
" image07.jpeg\n",
|
|
" ...\n",
|
|
" test/\n",
|
|
" pizza/\n",
|
|
" image101.jpeg\n",
|
|
" image102.jpeg\n",
|
|
" ...\n",
|
|
" steak/\n",
|
|
" image104.jpeg\n",
|
|
" image105.jpeg\n",
|
|
" ...\n",
|
|
" sushi/\n",
|
|
" image107.jpeg\n",
|
|
" ...\n",
|
|
"```"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"id": "4ea443bb-470a-47e5-8f4d-341abf4e4d6f",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import torch\n",
|
|
"import torchvision\n",
|
|
"\n",
|
|
"# Note: Required to have PyTorch > 1.11.0 & torchvision > 0.12.0 for Food101 dataset\n",
|
|
"assert int(torch.__version__.split(\".\")[1]) >= 11\n",
|
|
"assert int(torchvision.__version__.split(\".\")[1]) >= 11\n",
|
|
"\n",
|
|
"import torchvision.datasets as datasets\n",
|
|
"import torchvision.transforms as transforms\n",
|
|
"\n",
|
|
"# Setup data directory\n",
|
|
"import pathlib\n",
|
|
"data_dir = pathlib.Path(\"../data\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "22f42bd9-459c-44cb-a0cf-d1b24599ff81",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Download data\n",
|
|
"\n",
|
|
"Get the Food101 dataset from PyTorch.\n",
|
|
"* Food101 in `torchvision.datasets` - https://pytorch.org/vision/stable/generated/torchvision.datasets.Food101.html\n",
|
|
"* Original Food101 dataset - https://data.vision.ee.ethz.ch/cvl/datasets_extra/food-101/ \n",
|
|
"\n",
|
|
"> **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 `root` directory."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"id": "f6304649-b3d2-4341-8adb-4d0382415d4d",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Get training data\n",
|
|
"train_data = datasets.Food101(root=data_dir,\n",
|
|
" split=\"train\",\n",
|
|
" # transform=transforms.ToTensor(),\n",
|
|
" download=True)\n",
|
|
"\n",
|
|
"# Get testing data\n",
|
|
"test_data = datasets.Food101(root=data_dir,\n",
|
|
" split=\"test\",\n",
|
|
" # transform=transforms.ToTensor(),\n",
|
|
" download=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"id": "12d418e1-9eb9-4cb4-abc0-03c6d8b1a637",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Dataset Food101\n",
|
|
" Number of datapoints: 75750\n",
|
|
" Root location: ../data\n",
|
|
" split=train"
|
|
]
|
|
},
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"train_data"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"id": "43e6ea58-9b35-4321-a27b-eb6bed2afc19",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"['apple_pie',\n",
|
|
" 'baby_back_ribs',\n",
|
|
" 'baklava',\n",
|
|
" 'beef_carpaccio',\n",
|
|
" 'beef_tartare',\n",
|
|
" 'beet_salad',\n",
|
|
" 'beignets',\n",
|
|
" 'bibimbap',\n",
|
|
" 'bread_pudding',\n",
|
|
" 'breakfast_burrito']"
|
|
]
|
|
},
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"class_names = train_data.classes\n",
|
|
"class_names[:10]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"id": "315c8fea-b7b4-47e2-b71c-89d9d216de17",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"churros\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<PIL.Image.Image image mode=RGB size=512x512 at 0x7F5EEB77F790>"
|
|
]
|
|
},
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# View first sample (PIL Image format)\n",
|
|
"print(class_names[train_data[0][1]])\n",
|
|
"train_data[0][0]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "3d480e9b-9fd6-44fb-9bf6-512421db6900",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Find subset of appropriate classes\n",
|
|
"\n",
|
|
"Want: Steak, pizza, sushi.\n",
|
|
"\n",
|
|
"Current path setup:\n",
|
|
"\n",
|
|
"```\n",
|
|
"../data/food-101/images/CLASS_NAME/IMAGES.jpg\n",
|
|
"```\n",
|
|
"\n",
|
|
"Going to get a list of the different target image classes (`pizza`, `steak`, `sushi`) filenames and then copy the images to separate folders.\n",
|
|
"\n",
|
|
"I'd like to get a random 10% of the images from the target classes from both datasets."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"id": "1fb70f3d-54ce-4fcb-beb1-db57c31f61bb",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[INFO] Creating image split for: train...\n",
|
|
"[INFO] Getting random subset of 450 images for train...\n",
|
|
"[INFO] Creating image split for: test...\n",
|
|
"[INFO] Getting random subset of 150 images for test...\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"[PosixPath('../data/food-101/images/pizza/3269634.jpg'),\n",
|
|
" PosixPath('../data/food-101/images/pizza/1524655.jpg'),\n",
|
|
" PosixPath('../data/food-101/images/steak/2825100.jpg'),\n",
|
|
" PosixPath('../data/food-101/images/steak/225990.jpg'),\n",
|
|
" PosixPath('../data/food-101/images/steak/1839481.jpg'),\n",
|
|
" PosixPath('../data/food-101/images/pizza/38349.jpg'),\n",
|
|
" PosixPath('../data/food-101/images/pizza/3018077.jpg'),\n",
|
|
" PosixPath('../data/food-101/images/sushi/93139.jpg'),\n",
|
|
" PosixPath('../data/food-101/images/pizza/2702825.jpg'),\n",
|
|
" PosixPath('../data/food-101/images/sushi/200025.jpg')]"
|
|
]
|
|
},
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Get random 10% of training images\n",
|
|
"import random\n",
|
|
"\n",
|
|
"# Setup data paths\n",
|
|
"data_path = data_dir / \"food-101\" / \"images\"\n",
|
|
"target_classes = [\"pizza\", \"steak\", \"sushi\"]\n",
|
|
"\n",
|
|
"# Change amount of data to get (e.g. 0.1 = random 10%, 0.2 = random 20%)\n",
|
|
"amount_to_get = 0.2\n",
|
|
"\n",
|
|
"# Create function to separate a random amount of data\n",
|
|
"def get_subset(image_path=data_path,\n",
|
|
" data_splits=[\"train\", \"test\"], \n",
|
|
" target_classes=[\"pizza\", \"steak\", \"sushi\"],\n",
|
|
" amount=0.1,\n",
|
|
" seed=42):\n",
|
|
" random.seed(42)\n",
|
|
" label_splits = {}\n",
|
|
" \n",
|
|
" # Get labels\n",
|
|
" for data_split in data_splits:\n",
|
|
" print(f\"[INFO] Creating image split for: {data_split}...\")\n",
|
|
" label_path = data_dir / \"food-101\" / \"meta\" / f\"{data_split}.txt\"\n",
|
|
" with open(label_path, \"r\") as f:\n",
|
|
" labels = [line.strip(\"\\n\") for line in f.readlines() if line.split(\"/\")[0] in target_classes] \n",
|
|
" \n",
|
|
" # Get random subset of target classes image ID's\n",
|
|
" number_to_sample = round(amount * len(labels))\n",
|
|
" print(f\"[INFO] Getting random subset of {number_to_sample} images for {data_split}...\")\n",
|
|
" sampled_images = random.sample(labels, k=number_to_sample)\n",
|
|
" \n",
|
|
" # Apply full paths\n",
|
|
" image_paths = [pathlib.Path(str(image_path / sample_image) + \".jpg\") for sample_image in sampled_images]\n",
|
|
" label_splits[data_split] = image_paths\n",
|
|
" return label_splits\n",
|
|
" \n",
|
|
"label_splits = get_subset(amount=amount_to_get)\n",
|
|
"label_splits[\"train\"][:10]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "fe23d449-1f78-4798-b1af-9d1077e97922",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Move training and testing images to dedicated folders"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "4f0f76b3-13dd-486e-8184-b205c69ffff3",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Creating directory: '../data/pizza_steak_sushi_20_percent'\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Create target directory path\n",
|
|
"target_dir_name = f\"../data/pizza_steak_sushi_{str(int(amount_to_get*100))}_percent\"\n",
|
|
"print(f\"Creating directory: '{target_dir_name}'\")\n",
|
|
"\n",
|
|
"# Setup the directories\n",
|
|
"target_dir = pathlib.Path(target_dir_name)\n",
|
|
"\n",
|
|
"# Make the directories\n",
|
|
"target_dir.mkdir(parents=True, exist_ok=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"id": "143e39fd-b091-4fbd-88ef-4dc4af77fcd9",
|
|
"metadata": {
|
|
"collapsed": true,
|
|
"jupyter": {
|
|
"outputs_hidden": true
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[INFO] Copying ../data/food-101/images/pizza/3269634.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3269634.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1524655.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1524655.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2825100.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2825100.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/225990.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/225990.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1839481.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1839481.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/38349.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/38349.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3018077.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3018077.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/93139.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/93139.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2702825.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2702825.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/200025.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/200025.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1654444.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1654444.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1633289.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1633289.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2811032.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2811032.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1736968.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1736968.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2013535.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2013535.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/385154.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/385154.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1572608.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1572608.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1382427.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1382427.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1957449.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1957449.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1787505.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1787505.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2590819.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2590819.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2880035.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2880035.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1089334.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1089334.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/68684.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/68684.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2017378.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2017378.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/482022.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/482022.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2878151.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2878151.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/618348.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/618348.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/167069.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/167069.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/421476.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/421476.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/300869.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/300869.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2785084.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2785084.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1221830.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1221830.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2885050.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2885050.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/830007.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/830007.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/560503.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/560503.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2603058.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2603058.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1899785.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1899785.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2813454.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2813454.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/773725.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/773725.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3505182.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3505182.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1209865.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1209865.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2569760.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2569760.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3142045.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3142045.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/914570.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/914570.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1264154.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1264154.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2428085.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2428085.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1947572.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1947572.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1937872.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1937872.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3074367.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3074367.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2576168.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2576168.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2017387.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2017387.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2992084.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2992084.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/865839.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/865839.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/900178.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/900178.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2674024.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2674024.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/97656.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/97656.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/739735.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/739735.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1070104.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1070104.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/75537.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/75537.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1598345.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1598345.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2629750.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2629750.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2451169.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2451169.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/853441.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/853441.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2254705.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2254705.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/741883.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/741883.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2871052.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2871052.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/121940.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/121940.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2707522.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2707522.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/176508.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/176508.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3727491.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3727491.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2154394.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2154394.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1966300.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1966300.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1660415.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1660415.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3577618.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3577618.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1575445.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1575445.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2648423.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2648423.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2330965.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2330965.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1615395.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1615395.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/355715.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/355715.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1624747.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1624747.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3737197.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3737197.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/148799.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/148799.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2797464.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2797464.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/393658.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/393658.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2606444.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2606444.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/96680.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/96680.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2287136.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2287136.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2561199.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2561199.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2120573.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2120573.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1552504.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1552504.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/922752.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/922752.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1761285.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1761285.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3821701.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3821701.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/424994.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/424994.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3579071.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3579071.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2760984.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2760984.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1968947.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1968947.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/320570.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/320570.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/5764.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/5764.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/702165.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/702165.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2004525.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2004525.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2285942.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2285942.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1280119.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1280119.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1232045.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1232045.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3004029.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3004029.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/239025.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/239025.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/12301.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/12301.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3338774.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3338774.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2628106.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2628106.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/902214.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/902214.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/999858.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/999858.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3142674.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3142674.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2267190.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2267190.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/667309.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/667309.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/268990.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/268990.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1044789.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1044789.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/256592.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/256592.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/377047.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/377047.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/928670.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/928670.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/390178.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/390178.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3109486.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3109486.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3245622.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3245622.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/568994.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/568994.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/929471.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/929471.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/649456.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/649456.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1138695.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1138695.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/715169.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/715169.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1008844.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1008844.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3727036.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3727036.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3426958.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3426958.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/138855.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/138855.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3281494.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3281494.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/937133.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/937133.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/339891.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/339891.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/214320.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/214320.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/218711.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/218711.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2163079.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2163079.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/821108.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/821108.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2687575.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2687575.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3360232.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3360232.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2426686.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2426686.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3530210.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3530210.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3589437.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3589437.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3107839.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3107839.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/765799.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/765799.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2614189.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2614189.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2021381.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2021381.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1621763.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1621763.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1413972.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1413972.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3518960.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3518960.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1551817.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1551817.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1129338.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1129338.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2323548.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2323548.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2641778.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2641778.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3441394.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3441394.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/231296.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/231296.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1849463.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1849463.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2291093.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2291093.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/443210.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/443210.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1412034.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1412034.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1976160.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1976160.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/920703.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/920703.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1105700.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1105700.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/244505.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/244505.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/220190.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/220190.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1961025.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1961025.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2382016.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2382016.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1649276.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1649276.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3857508.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3857508.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/414450.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/414450.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2129685.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2129685.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2881783.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2881783.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3353428.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3353428.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/165639.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/165639.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3699992.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3699992.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/307738.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/307738.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2222018.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2222018.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3081701.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3081701.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/170385.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/170385.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1225762.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1225762.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2821048.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2821048.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2885796.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2885796.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2175561.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2175561.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/735441.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/735441.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2021685.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2021685.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/17704.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/17704.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2980779.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2980779.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2121603.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2121603.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/29417.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/29417.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2228322.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2228322.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1615453.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1615453.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/461689.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/461689.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3196721.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3196721.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2324994.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2324994.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1257104.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1257104.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/932954.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/932954.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2574453.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2574453.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3860002.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3860002.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/953649.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/953649.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/100135.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/100135.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/38958.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/38958.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2873571.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2873571.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/843815.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/843815.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/23060.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/23060.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/285268.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/285268.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1763205.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1763205.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1826066.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1826066.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1659155.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1659155.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2168648.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2168648.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2120484.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2120484.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2826987.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2826987.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1998483.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1998483.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1535273.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1535273.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3766099.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3766099.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2716993.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2716993.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1930318.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1930318.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1107714.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1107714.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3337386.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3337386.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1964051.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1964051.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2906905.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2906905.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1179238.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1179238.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2036680.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2036680.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3393898.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3393898.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2639094.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2639094.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/146833.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/146833.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2216146.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2216146.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2159975.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2159975.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3128495.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3128495.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2211604.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2211604.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/141056.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/141056.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2634094.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2634094.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1625147.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1625147.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/262133.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/262133.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1212161.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1212161.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1011404.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1011404.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1334054.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1334054.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3703769.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3703769.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3618081.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3618081.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1423517.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1423517.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1429127.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1429127.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1927984.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1927984.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3917951.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3917951.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1619357.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1619357.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/637374.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/637374.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3179173.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3179173.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/980247.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/980247.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1422524.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1422524.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/77209.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/77209.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3867460.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3867460.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/838344.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/838344.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2223787.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2223787.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/253127.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/253127.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2831983.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2831983.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/474493.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/474493.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3191035.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3191035.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3335345.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3335345.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1620761.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1620761.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3082120.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3082120.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1025041.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1025041.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2748917.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2748917.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1636299.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1636299.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/548408.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/548408.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/652004.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/652004.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1617418.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1617418.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/998971.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/998971.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3136.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3136.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2136662.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2136662.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/623621.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/623621.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2814372.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2814372.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2087002.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2087002.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2615718.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2615718.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/507775.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/507775.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1608000.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1608000.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3226272.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3226272.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2404884.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2404884.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1836888.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1836888.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/20588.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/20588.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2793535.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2793535.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1687681.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1687681.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3223400.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3223400.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1686908.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1686908.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/440188.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/440188.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3827966.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3827966.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3391208.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3391208.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1433912.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1433912.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2217956.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2217956.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3036492.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3036492.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2509962.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2509962.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2966859.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2966859.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3478964.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3478964.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/794736.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/794736.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3209173.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3209173.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/13983.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/13983.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3465327.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3465327.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1871498.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1871498.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/766596.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/766596.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3807440.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3807440.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3130412.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3130412.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2938151.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2938151.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2538000.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2538000.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/592581.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/592581.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2995090.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2995090.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3660716.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3660716.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/881859.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/881859.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/405173.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/405173.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/819027.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/819027.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/656817.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/656817.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3401720.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3401720.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3493412.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3493412.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1362989.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1362989.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/23199.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/23199.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/417368.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/417368.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3693649.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3693649.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/518527.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/518527.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1945132.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1945132.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/310820.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/310820.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2937874.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2937874.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1168726.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1168726.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3001740.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3001740.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1717790.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1717790.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1065078.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1065078.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/731414.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/731414.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3476564.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3476564.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2928643.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2928643.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2019441.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2019441.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1743389.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1743389.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/268444.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/268444.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/312479.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/312479.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2403776.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2403776.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/308627.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/308627.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/710379.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/710379.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2970648.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2970648.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/8917.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/8917.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2388655.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2388655.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3231443.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3231443.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2357133.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2357133.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3464027.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3464027.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1049459.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1049459.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3913912.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3913912.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2570329.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2570329.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1752330.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1752330.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1919810.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1919810.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2761427.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2761427.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/681609.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/681609.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/54461.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/54461.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3382936.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3382936.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1626195.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1626195.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3777482.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3777482.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/852186.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/852186.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1054420.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1054420.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/40094.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/40094.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1717393.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1717393.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/286219.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/286219.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/517902.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/517902.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/388776.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/388776.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2077999.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2077999.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2349183.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2349183.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2365046.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2365046.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3880093.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3880093.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/218142.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/218142.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2507003.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2507003.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2110257.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2110257.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1092674.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1092674.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2856066.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2856066.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2534774.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2534774.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3766476.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3766476.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3871666.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3871666.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/332557.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/332557.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3082443.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3082443.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/827764.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/827764.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/861771.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/861771.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2999507.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2999507.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/543691.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/543691.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/359330.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/359330.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3309395.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3309395.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3693710.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3693710.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2400975.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2400975.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2238681.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2238681.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/352051.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/352051.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2667370.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2667370.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2692550.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2692550.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2019344.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2019344.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1544197.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1544197.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1951130.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1951130.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3601483.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3601483.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/464276.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/464276.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/185340.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/185340.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/67007.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/67007.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1425089.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1425089.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1029698.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1029698.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/790841.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/790841.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1303005.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1303005.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2312987.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2312987.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3621464.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3621464.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3675128.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3675128.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2584745.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2584745.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1085066.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1085066.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1816235.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1816235.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2832960.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2832960.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/714298.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/714298.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1647351.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1647351.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2910418.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2910418.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3191504.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3191504.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/733020.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/733020.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3734413.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3734413.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2431398.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2431398.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/588739.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/588739.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2490163.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2490163.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2788312.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/2788312.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1344966.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1344966.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1924555.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1924555.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/638929.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/638929.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3113772.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3113772.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/285147.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/285147.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2486277.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2486277.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/165964.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/165964.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/228778.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/228778.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1407753.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1407753.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/598381.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/598381.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/979998.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/979998.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1538536.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1538536.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2156885.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2156885.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3157863.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3157863.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/929067.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/929067.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3082068.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/3082068.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/493029.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/493029.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3755656.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3755656.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/393494.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/393494.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/203831.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/203831.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/910419.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/910419.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1398853.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1398853.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/290850.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/290850.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2438557.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2438557.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2318569.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/2318569.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3590238.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3590238.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3470083.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/3470083.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1152316.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1152316.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2529205.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2529205.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3600867.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3600867.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3576399.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/3576399.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2587921.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2587921.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/155981.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/155981.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1674187.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1674187.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/271779.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/271779.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1530833.jpg to ../data/pizza_steak_sushi_20_percent/train/steak/1530833.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1245628.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/1245628.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2742044.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/2742044.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1033302.jpg to ../data/pizza_steak_sushi_20_percent/train/sushi/1033302.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/77677.jpg to ../data/pizza_steak_sushi_20_percent/train/pizza/77677.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/367422.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/367422.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/46797.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/46797.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1082384.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/1082384.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1335842.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/1335842.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3497151.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/3497151.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/715227.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/715227.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2572488.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/2572488.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3100563.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/3100563.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/148765.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/148765.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/831681.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/831681.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/771336.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/771336.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/482858.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/482858.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/697562.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/697562.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2752603.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/2752603.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1982192.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/1982192.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/833711.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/833711.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/788315.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/788315.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/129666.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/129666.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3834718.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/3834718.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/420409.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/420409.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3479599.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/3479599.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2315011.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/2315011.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1482489.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/1482489.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/204151.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/204151.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/804460.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/804460.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2756200.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/2756200.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3401466.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/3401466.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1245545.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/1245545.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3497585.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/3497585.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/511818.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/511818.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/167716.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/167716.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2365038.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/2365038.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/138961.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/138961.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2782998.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/2782998.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1285886.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/1285886.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/380739.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/380739.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2416569.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/2416569.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1302563.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/1302563.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/911808.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/911808.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2582289.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/2582289.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2743100.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/2743100.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/476333.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/476333.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2716791.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/2716791.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2117351.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/2117351.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/48208.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/48208.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2903125.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/2903125.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/128616.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/128616.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/705150.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/705150.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3173402.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/3173402.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2378406.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/2378406.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/416067.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/416067.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1166047.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/1166047.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1555015.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/1555015.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/592799.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/592799.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1032754.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/1032754.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1404154.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/1404154.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1683426.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/1683426.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/472912.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/472912.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/44810.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/44810.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/289822.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/289822.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/413497.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/413497.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/780283.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/780283.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/389730.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/389730.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2353677.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/2353677.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3227791.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/3227791.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/593071.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/593071.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3886015.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/3886015.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/296426.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/296426.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1882831.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/1882831.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/124279.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/124279.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2061929.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/2061929.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3622237.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/3622237.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2307638.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/2307638.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3541033.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/3541033.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1848936.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/1848936.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1944743.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/1944743.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2997525.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/2997525.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/419962.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/419962.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3873655.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/3873655.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3063435.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/3063435.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3770514.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/3770514.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/301603.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/301603.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2274102.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/2274102.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1902895.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/1902895.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3553838.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/3553838.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1844723.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/1844723.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1001116.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/1001116.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1972463.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/1972463.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1655387.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/1655387.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/61656.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/61656.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/40947.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/40947.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2394442.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/2394442.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2903621.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/2903621.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2246332.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/2246332.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/746921.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/746921.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/550687.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/550687.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3365273.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/3365273.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/648055.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/648055.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/57230.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/57230.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/864661.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/864661.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3729167.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/3729167.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2250611.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/2250611.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/1523026.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/1523026.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1346344.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/1346344.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3177743.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/3177743.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2475366.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/2475366.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2398925.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/2398925.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/930553.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/930553.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/2069289.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/2069289.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/796922.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/796922.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/476421.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/476421.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3375083.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/3375083.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1315645.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/1315645.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1618659.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/1618659.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/100274.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/100274.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/86782.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/86782.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2948087.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/2948087.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2111981.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/2111981.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/66858.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/66858.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3757027.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/3757027.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2352914.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/2352914.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/441659.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/441659.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/3138001.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/3138001.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1063878.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/1063878.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/720302.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/720302.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/998005.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/998005.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3376617.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/3376617.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1067986.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/1067986.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2549661.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/2549661.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/39461.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/39461.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/724290.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/724290.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3785667.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/3785667.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1383396.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/1383396.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/730464.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/730464.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/1687143.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/1687143.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1994748.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/1994748.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/108310.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/108310.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/2901001.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/2901001.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/670345.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/670345.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3174637.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/3174637.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2819945.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/2819945.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1600999.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/1600999.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/2012780.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/2012780.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/219196.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/219196.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/552171.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/552171.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/1203702.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/1203702.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/399377.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/399377.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/sushi/3494950.jpg to ../data/pizza_steak_sushi_20_percent/test/sushi/3494950.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/steak/595836.jpg to ../data/pizza_steak_sushi_20_percent/test/steak/595836.jpg...\n",
|
|
"[INFO] Copying ../data/food-101/images/pizza/3486640.jpg to ../data/pizza_steak_sushi_20_percent/test/pizza/3486640.jpg...\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import shutil\n",
|
|
"\n",
|
|
"for image_split in label_splits.keys():\n",
|
|
" for image_path in label_splits[str(image_split)]:\n",
|
|
" dest_dir = target_dir / image_split / image_path.parent.stem / image_path.name\n",
|
|
" if not dest_dir.parent.is_dir():\n",
|
|
" dest_dir.parent.mkdir(parents=True, exist_ok=True)\n",
|
|
" print(f\"[INFO] Copying {image_path} to {dest_dir}...\")\n",
|
|
" shutil.copy2(image_path, dest_dir)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "e59a2970-a67d-46e6-ac92-c6020587abe6",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"There are 2 directories and 0 images in '../data/pizza_steak_sushi_20_percent'.\n",
|
|
"There are 3 directories and 0 images in '../data/pizza_steak_sushi_20_percent/test'.\n",
|
|
"There are 0 directories and 58 images in '../data/pizza_steak_sushi_20_percent/test/steak'.\n",
|
|
"There are 0 directories and 46 images in '../data/pizza_steak_sushi_20_percent/test/sushi'.\n",
|
|
"There are 0 directories and 46 images in '../data/pizza_steak_sushi_20_percent/test/pizza'.\n",
|
|
"There are 3 directories and 0 images in '../data/pizza_steak_sushi_20_percent/train'.\n",
|
|
"There are 0 directories and 146 images in '../data/pizza_steak_sushi_20_percent/train/steak'.\n",
|
|
"There are 0 directories and 150 images in '../data/pizza_steak_sushi_20_percent/train/sushi'.\n",
|
|
"There are 0 directories and 154 images in '../data/pizza_steak_sushi_20_percent/train/pizza'.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Check lengths of directories\n",
|
|
"def walk_through_dir(dir_path):\n",
|
|
" \"\"\"\n",
|
|
" Walks through dir_path returning its contents.\n",
|
|
" Args:\n",
|
|
" dir_path (str): target directory\n",
|
|
" \n",
|
|
" Returns:\n",
|
|
" A print out of:\n",
|
|
" number of subdiretories in dir_path\n",
|
|
" number of images (files) in each subdirectory\n",
|
|
" name of each subdirectory\n",
|
|
" \"\"\"\n",
|
|
" import os\n",
|
|
" for dirpath, dirnames, filenames in os.walk(dir_path):\n",
|
|
" print(f\"There are {len(dirnames)} directories and {len(filenames)} images in '{dirpath}'.\")\n",
|
|
" \n",
|
|
"walk_through_dir(target_dir)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "53436482-2b03-473a-89a4-e51d3d57ab80",
|
|
"metadata": {},
|
|
"source": [
|
|
"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).\n",
|
|
"\n",
|
|
"This should be enough for a starting dataset.\n",
|
|
"\n",
|
|
"We can always increased them if needed."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "9063c379-5768-47d1-86bc-847d73f9517d",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Zip up images folder to be more easily transported"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "aefdc45d-67fd-4eb2-8474-4e10249cfcd9",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"'/home/daniel/code/pytorch/pytorch-course/pytorch-deep-learning/data/pizza_steak_sushi_20_percent.zip'"
|
|
]
|
|
},
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Zip pizza_steak_sushi images\n",
|
|
"zip_file_name = data_dir / f\"pizza_steak_sushi_{str(int(amount_to_get*100))}_percent\"\n",
|
|
"shutil.make_archive(zip_file_name, \n",
|
|
" format=\"zip\", \n",
|
|
" root_dir=target_dir)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"id": "d91f527d-9a57-4d00-a769-45239a06b0a7",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"total 4978576\n",
|
|
"drwxrwxr-x 8 daniel daniel 4096 Apr 17 14:24 .\n",
|
|
"drwxrwxr-x 16 daniel daniel 4096 Apr 16 13:41 ..\n",
|
|
"-rw-rw-r-- 1 daniel daniel 2874848 Apr 4 09:47 04-pizza-dad.jpeg\n",
|
|
"drwxrwxr-x 4 daniel daniel 4096 Nov 9 15:34 10_whole_foods\n",
|
|
"-rw-rw-r-- 1 daniel daniel 51633879 Nov 25 15:20 10_whole_foods.zip\n",
|
|
"drwxrwxr-x 3 daniel daniel 4096 Nov 3 11:14 FashionMNIST\n",
|
|
"drwxr-xr-x 4 daniel daniel 4096 Jul 9 2014 food-101\n",
|
|
"-rw-rw-r-- 1 daniel daniel 4996278331 Mar 25 18:03 food-101.tar.gz\n",
|
|
"drwxrwxr-x 2 daniel daniel 4096 Apr 4 09:48 .ipynb_checkpoints\n",
|
|
"drwxrwxr-x 4 daniel daniel 4096 Mar 29 10:23 pizza_steak_sushi\n",
|
|
"drwxrwxr-x 4 daniel daniel 4096 Apr 17 14:22 pizza_steak_sushi_20_percent\n",
|
|
"-rw-rw-r-- 1 daniel daniel 31491084 Apr 17 14:24 pizza_steak_sushi_20_percent.zip\n",
|
|
"-rw-rw-r-- 1 daniel daniel 15737296 Apr 14 11:58 pizza_steak_sushi.zip\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"!ls -la ../data/"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"id": "f5a95e6d-891e-45fd-bf3b-2f105e5c18a8",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Archive: ../data/pizza_steak_sushi_20_percent.zip\n",
|
|
" creating: pizza_steak_sushi/test/\n",
|
|
" creating: pizza_steak_sushi/train/\n",
|
|
" creating: pizza_steak_sushi/test/pizza/\n",
|
|
" creating: pizza_steak_sushi/test/steak/\n",
|
|
" creating: pizza_steak_sushi/test/sushi/\n",
|
|
" inflating: pizza_steak_sushi/test/steak/831681.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/3100563.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/2752603.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/39461.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/730464.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/1523026.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/1848936.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/3063435.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/1882831.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/1655387.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/2353677.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/3873655.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/2475366.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/2117351.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/550687.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/219196.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/746921.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/2716791.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/552171.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/864661.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/48208.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/2756200.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/3622237.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/3553838.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/476333.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/3138001.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/1972463.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/100274.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/413497.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/697562.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/3173402.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/1335842.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/1285886.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/66858.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/1302563.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/108310.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/1166047.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/289822.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/2365038.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/2307638.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/2315011.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/2061929.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/670345.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/1982192.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/595836.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/1482489.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/3479599.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/3541033.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/40947.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/3757027.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/2246332.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/2069289.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/1902895.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/367422.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/399377.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/86782.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/3497585.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/steak/1082384.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/1203702.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/1944743.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/593071.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/389730.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/2378406.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/705150.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/46797.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/3886015.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/1245545.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/3494950.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/1383396.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/720302.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/2012780.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/3227791.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/472912.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/3401466.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/2903621.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/1063878.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/2819945.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/1404154.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/592799.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/2743100.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/1683426.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/301603.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/804460.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/128616.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/911808.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/1600999.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/3834718.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/2948087.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/1994748.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/124279.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/1844723.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/2394442.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/2274102.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/2416569.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/715227.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/167716.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/57230.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/1346344.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/780283.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/2352914.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/3365273.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/511818.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/3177743.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/sushi/2903125.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/2398925.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/129666.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/771336.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/138961.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/61656.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/833711.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/3174637.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/476421.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/1618659.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/3785667.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/1001116.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/148765.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/3729167.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/796922.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/416067.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/3497151.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/380739.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/2582289.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/3486640.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/296426.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/2250611.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/44810.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/2782998.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/2901001.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/2549661.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/1555015.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/3770514.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/204151.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/3375083.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/2572488.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/930553.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/2111981.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/3376617.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/2997525.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/420409.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/1067986.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/419962.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/648055.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/1687143.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/482858.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/788315.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/1315645.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/1032754.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/441659.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/724290.jpg \n",
|
|
" inflating: pizza_steak_sushi/test/pizza/998005.jpg \n",
|
|
" creating: pizza_steak_sushi/train/pizza/\n",
|
|
" creating: pizza_steak_sushi/train/steak/\n",
|
|
" creating: pizza_steak_sushi/train/sushi/\n",
|
|
" inflating: pizza_steak_sushi/train/steak/922752.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1945132.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3382936.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/359330.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2910418.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2254705.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1225762.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/681609.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1787505.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3577618.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3766099.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2163079.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2938151.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1826066.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2788312.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2615718.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3142674.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3142045.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3245622.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2013535.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2404884.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/461689.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3209173.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/75537.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2881783.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2017387.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1049459.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2129685.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3727036.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/225990.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/980247.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1530833.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/543691.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/97656.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2136662.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/443210.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/440188.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1362989.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2538000.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3113772.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/819027.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1615395.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1624747.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3476564.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1966300.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2223787.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/937133.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/393494.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1619357.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2825100.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/141056.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2707522.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/588739.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/286219.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2400975.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/165639.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2403776.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2603058.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2287136.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2716993.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1937872.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/285147.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3518960.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/256592.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1736968.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2748917.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1212161.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1849463.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/100135.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3777482.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/214320.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1816235.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/735441.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3867460.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1752330.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1413972.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3727491.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2629750.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/838344.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1621763.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3601483.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2856066.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2222018.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2159975.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1257104.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/417368.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1976160.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3130412.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2606444.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3621464.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2966859.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/482022.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3074367.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/827764.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/830007.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2324994.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/405173.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2628106.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/637374.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1382427.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/167069.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1264154.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/560503.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3465327.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2761427.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3470083.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/332557.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/714298.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2880035.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2826987.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/176508.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1839481.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2832960.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3082120.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/146833.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1334054.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2216146.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3857508.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/231296.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2614189.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/165964.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1598345.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/355715.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3807440.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1961025.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3136.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/339891.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1761285.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1647351.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/388776.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2238681.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/239025.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/40094.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3223400.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2878151.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1433912.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/493029.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2648423.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/268444.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/290850.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/421476.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/914570.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2561199.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/2928643.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/1927984.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/steak/3693649.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2021381.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2267190.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2017378.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3081701.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1070104.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2019344.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/414450.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1551817.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2641778.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3755656.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3036492.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1552504.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2814372.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1626195.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3579071.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3157863.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2797464.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/638929.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1615453.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/843815.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1398853.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/900178.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3493412.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/929471.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2349183.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/200025.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3590238.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3600867.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/852186.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1179238.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1919810.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1674187.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3737197.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2507003.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2388655.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/268990.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3226272.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1538536.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2906905.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2509962.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/464276.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/881859.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2211604.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2357133.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2120484.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/285268.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/77209.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3618081.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/953649.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1423517.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1033302.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2323548.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3231443.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/148799.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1930318.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/733020.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1085066.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2021685.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1168726.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/794736.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2438557.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/766596.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3004029.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/155981.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2871052.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3734413.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2120573.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3353428.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/20588.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1429127.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/548408.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/623621.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2970648.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2995090.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1152316.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/67007.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3107839.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2692550.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3337386.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/170385.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/390178.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/385154.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2674024.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/999858.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/307738.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3191504.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/568994.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/920703.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2168648.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/932954.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2873571.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/592581.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1129338.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2937874.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/865839.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/998971.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/17704.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/507775.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/96680.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/821108.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2156885.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1957449.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1232045.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/710379.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2175561.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/649456.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2004525.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3360232.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2431398.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3576399.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2318569.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2036680.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/23060.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/308627.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2087002.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1303005.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/93139.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2667370.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1717393.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3309395.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1659155.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1138695.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/773725.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/902214.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1422524.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1209865.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1025041.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1092674.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2590819.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/424994.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3335345.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/310820.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/377047.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2980779.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3179173.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1575445.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/121940.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1924555.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1221830.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/38958.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/731414.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3880093.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/185340.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2813454.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3001740.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3426958.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/1280119.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2574453.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/3827966.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/sushi/2634094.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3441394.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1636299.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1968947.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1407753.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2312987.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/77677.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3082443.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1899785.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2529205.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3660716.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1524655.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1717790.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2687575.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/790841.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3913912.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3109486.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3860002.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3530210.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2330965.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1044789.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/29417.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1065078.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2821048.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3338774.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1660415.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1654444.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2110257.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2428085.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3128495.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2587921.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/598381.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3821701.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1836888.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1743389.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3391208.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1089334.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1029698.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/393658.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1011404.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/861771.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2992084.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3478964.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2885796.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2760984.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1105700.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/928670.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2569760.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2365046.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3269634.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/5764.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1871498.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3401720.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1687681.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/253127.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1947572.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3505182.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1054420.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2570329.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1107714.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3703769.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/765799.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1964051.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/203831.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/517902.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2785084.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/312479.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/929067.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1412034.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3082068.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2999507.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/218711.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2382016.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/656817.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/715169.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1620761.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/13983.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2639094.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1617418.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/12301.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/271779.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/739735.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2154394.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2831983.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/652004.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/474493.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3393898.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3589437.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/38349.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2451169.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2121603.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1344966.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/518527.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1625147.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2793535.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2285942.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1608000.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/228778.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/54461.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3699992.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1425089.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2490163.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2702825.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1535273.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2576168.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/220190.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1008844.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3018077.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/218142.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/979998.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3766476.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3871666.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1763205.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2811032.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3917951.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3693710.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1245628.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2534774.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1998483.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/741883.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/244505.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2742044.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3675128.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/667309.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3191035.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2885050.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/853441.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/300869.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3196721.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1572608.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/618348.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3464027.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1633289.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/68684.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2426686.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2486277.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/8917.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/320570.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2217956.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1544197.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/352051.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1649276.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/910419.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2228322.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/702165.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/3281494.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2019441.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1686908.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2291093.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2077999.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/23199.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/1951130.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/262133.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/138855.jpg \n",
|
|
" inflating: pizza_steak_sushi/train/pizza/2584745.jpg \n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"!mkdir -p pizza_steak_sushi\n",
|
|
"!unzip ../data/pizza_steak_sushi_20_percent.zip -d pizza_steak_sushi"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"id": "8deed237-f76d-465b-b252-062d72403fc8",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"04-pizza-dad.jpeg food-101.tar.gz\n",
|
|
"10_whole_foods\t pizza_steak_sushi\n",
|
|
"10_whole_foods.zip pizza_steak_sushi_20_percent\n",
|
|
"FashionMNIST\t pizza_steak_sushi_20_percent.zip\n",
|
|
"food-101\t pizza_steak_sushi.zip\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"!ls ../data"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"id": "03e9cbc5-a37a-4d70-8d65-4e181d69cace",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"There are 2 directories and 0 images in 'pizza_steak_sushi'.\n",
|
|
"There are 3 directories and 0 images in 'pizza_steak_sushi/test'.\n",
|
|
"There are 0 directories and 58 images in 'pizza_steak_sushi/test/steak'.\n",
|
|
"There are 0 directories and 46 images in 'pizza_steak_sushi/test/sushi'.\n",
|
|
"There are 0 directories and 46 images in 'pizza_steak_sushi/test/pizza'.\n",
|
|
"There are 3 directories and 0 images in 'pizza_steak_sushi/train'.\n",
|
|
"There are 0 directories and 146 images in 'pizza_steak_sushi/train/steak'.\n",
|
|
"There are 0 directories and 150 images in 'pizza_steak_sushi/train/sushi'.\n",
|
|
"There are 0 directories and 154 images in 'pizza_steak_sushi/train/pizza'.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"walk_through_dir(\"pizza_steak_sushi\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"id": "c1fa8ae0-e5cd-403e-a6ad-672b39f4f78f",
|
|
"metadata": {
|
|
"collapsed": true,
|
|
"jupyter": {
|
|
"outputs_hidden": true
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"ename": "IsADirectoryError",
|
|
"evalue": "[Errno 21] Is a directory: 'pizza_steak_sushi'",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|
"\u001b[0;31mIsADirectoryError\u001b[0m Traceback (most recent call last)",
|
|
"\u001b[0;32m/tmp/ipykernel_864148/2104662972.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# Remove extra data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mremove\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"pizza_steak_sushi\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0mshutil\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrmtree\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"pizza_steak_sushi\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
|
"\u001b[0;31mIsADirectoryError\u001b[0m: [Errno 21] Is a directory: 'pizza_steak_sushi'"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# # Remove extra data\n",
|
|
"# import os\n",
|
|
"# os.remove(\"pizza_steak_sushi\")\n",
|
|
"# shutil.rmtree(\"pizza_steak_sushi\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"id": "ff0e3511-cfae-4911-aff4-cc1044722226",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"04_custom_data_creation.ipynb exercises resize_images.ipynb solutions\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"!ls"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "1fea4937-9354-4848-878f-d3dad0b2ac0c",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.9.7"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|