Upload load.py
Browse files
load.py
CHANGED
@@ -1,51 +1,52 @@
|
|
1 |
-
import json
|
2 |
import os
|
3 |
-
import
|
4 |
-
|
5 |
-
|
6 |
-
def download_image_with_retries(url, output_file, max_retries=3, backoff_factor=1):
|
7 |
-
"""Attempt to download an image with retries upon failure.
|
8 |
|
9 |
-
|
10 |
-
|
11 |
-
|
12 |
-
|
13 |
-
|
14 |
-
|
15 |
-
|
16 |
-
while attempt < max_retries:
|
17 |
-
try:
|
18 |
-
ureq.urlretrieve(url, output_file)
|
19 |
-
print(f"Successfully downloaded: {output_file}")
|
20 |
return True
|
21 |
-
|
22 |
-
|
23 |
-
time.sleep(backoff_factor * (2 ** attempt))
|
24 |
-
attempt += 1
|
25 |
-
print(f"Failed to download {url} after {max_retries} attempts.")
|
26 |
return False
|
27 |
|
28 |
-
def
|
29 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
30 |
|
31 |
-
|
32 |
-
data (dict): The dataset containing image URLs and additional information.
|
33 |
-
"""
|
34 |
images_directory = './images'
|
35 |
os.makedirs(images_directory, exist_ok=True)
|
36 |
|
37 |
for key, value in data.items():
|
38 |
image_url = value['imageURL']
|
39 |
-
ext = os.path.splitext(image_url)[1]
|
40 |
-
|
|
|
|
|
41 |
|
42 |
if not os.path.exists(output_file):
|
43 |
-
print(f"Image {key}{
|
44 |
-
if not
|
|
|
45 |
print(f"Warning: Could not download image {image_url}")
|
46 |
-
|
|
|
|
|
|
|
47 |
|
48 |
-
# Load the dataset JSON file
|
49 |
with open('dataset.json', 'r') as fp:
|
50 |
data = json.load(fp)
|
51 |
|
|
|
|
|
1 |
import os
|
2 |
+
import requests
|
3 |
+
from PIL import Image
|
4 |
+
import json
|
|
|
|
|
5 |
|
6 |
+
def download_image_with_retries(image_url, output_file):
|
7 |
+
try:
|
8 |
+
response = requests.get(image_url, stream=True, timeout=5)
|
9 |
+
if response.status_code == 200:
|
10 |
+
with open(output_file, 'wb') as out_file:
|
11 |
+
for chunk in response.iter_content(1024):
|
12 |
+
out_file.write(chunk)
|
|
|
|
|
|
|
|
|
13 |
return True
|
14 |
+
except requests.RequestException as e:
|
15 |
+
print(f"Download failed: {e}")
|
|
|
|
|
|
|
16 |
return False
|
17 |
|
18 |
+
def convert_gif_to_jpg(input_path, output_path):
|
19 |
+
try:
|
20 |
+
with Image.open(input_path) as img:
|
21 |
+
img.convert('RGB').save(output_path, 'JPEG')
|
22 |
+
os.remove(input_path) # Remove the original GIF after conversion
|
23 |
+
return True
|
24 |
+
except Exception as e:
|
25 |
+
print(f"Error converting GIF to JPG: {e}")
|
26 |
+
return False
|
27 |
|
28 |
+
def verify_and_download_images(data):
|
|
|
|
|
29 |
images_directory = './images'
|
30 |
os.makedirs(images_directory, exist_ok=True)
|
31 |
|
32 |
for key, value in data.items():
|
33 |
image_url = value['imageURL']
|
34 |
+
ext = os.path.splitext(image_url)[1].lower() # Ensure extension is in lowercase for comparison
|
35 |
+
is_gif = ext == '.gif'
|
36 |
+
output_ext = '.jpg' if is_gif else ext
|
37 |
+
output_file = f'{images_directory}/{key}{output_ext}'
|
38 |
|
39 |
if not os.path.exists(output_file):
|
40 |
+
print(f"Image {key}{output_ext} not found, attempting to download...")
|
41 |
+
temp_output_file = output_file if not is_gif else f'{images_directory}/{key}{ext}'
|
42 |
+
if not download_image_with_retries(image_url, temp_output_file):
|
43 |
print(f"Warning: Could not download image {image_url}")
|
44 |
+
elif is_gif:
|
45 |
+
# Convert GIF to JPG
|
46 |
+
if not convert_gif_to_jpg(temp_output_file, output_file):
|
47 |
+
print(f"Warning: Could not convert GIF to JPG for image {image_url}")
|
48 |
|
49 |
+
# Load the dataset JSON file (assuming you have a dataset.json file in the same directory)
|
50 |
with open('dataset.json', 'r') as fp:
|
51 |
data = json.load(fp)
|
52 |
|